pacman::p_load(tmap, sf, sp, DT, stplanr,
performance, reshape2,
ggpubr, units, tidyverse, knitr)Take-home_Ex2
Overview
What are the driving forces behind urban dwellers to weak up early in morning to commute from their home locations to their work places? What are the impact of removing a public bus service on the commuters reside along the corridor of the bus route? These and many other questions related to urban mobility are challenges faced by transport operators and urban managers.
To provide answer to this question, traditionally, commuters survey will be used. However, commuters survey is a very costly, time-consuming and laborous, not to mention that the survey data tend to take a long time to clean and analyse. As a result, it is not unusual, by the time the survey report was ready, most of the information already out-of-date!
As city-wide urban infrastructures such as public buses, mass rapid transits, public utilities and roads become digital, the data sets obtained can be used as a framework for tracking movement patterns through space and time. This is particularly true with the recent trend of massive deployment of pervasive computing technologies such as GPS on the vehicles and SMART cards used by public transport commuters.
Unfortunately, this explosive growth of geospatially-referenced data has far outpaced the planner’s ability to utilize and transform the data into insightful information thus creating an adverse impact on the return on the investment made to collect and manage this data.
Getting Started
Installing and Loading the R Packages
The code chunk below install and load tmap, sf, sp, DT, stplanr, performance, reshape2, ggpubr, units, tidyverse and knitr packages into R environment
Data Preparation
Importing Origin Destination Bus Stops Data Set
Import origin_destination_bus_202310.csv into R by using read_csv() of readr package. The output is R data frame class, pv.
pv <- read_csv("data/aspatial/origin_destination_bus_202310.csv")Rows: 5694297 Columns: 7
── Column specification ────────────────────────────────────────────────────────
Delimiter: ","
chr (5): YEAR_MONTH, DAY_TYPE, PT_TYPE, ORIGIN_PT_CODE, DESTINATION_PT_CODE
dbl (2): TIME_PER_HOUR, TOTAL_TRIPS
ℹ Use `spec()` to retrieve the full column specification for this data.
ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.Use head() function to print first few rows of the data frame to quickly inspect the dataset’s structure and content.
head(pv)# A tibble: 6 × 7
YEAR_MONTH DAY_TYPE TIME_PER_HOUR PT_TYPE ORIGIN_PT_CODE DESTINATION_PT_CODE
<chr> <chr> <dbl> <chr> <chr> <chr>
1 2023-10 WEEKENDS/… 16 BUS 04168 10051
2 2023-10 WEEKDAY 16 BUS 04168 10051
3 2023-10 WEEKENDS/… 14 BUS 80119 90079
4 2023-10 WEEKDAY 14 BUS 80119 90079
5 2023-10 WEEKDAY 17 BUS 44069 17229
6 2023-10 WEEKENDS/… 17 BUS 20281 20141
# ℹ 1 more variable: TOTAL_TRIPS <dbl>A quick check of pv tibble data frame shows that the values in ORIGIN_PT_CODE and DESTINATON_PT_CODE are in numeric data type. Hence, the code chunk below is used to convert these data values into character data type.
pv$ORIGIN_PT_CODE <- as.factor(pv$ORIGIN_PT_CODE)
pv$DESTINATION_PT_CODE <- as.factor(pv$DESTINATION_PT_CODE)For this study, we will extract commuting flows on weekday and between 6 and 9 o’clock.
pv6_9 <- pv %>%
filter(DAY_TYPE == "WEEKDAY") %>%
filter(TIME_PER_HOUR >= 6 &
TIME_PER_HOUR <= 9) %>%
group_by(ORIGIN_PT_CODE,
DESTINATION_PT_CODE) %>%
summarise(TRIPS = sum(TOTAL_TRIPS))`summarise()` has grouped output by 'ORIGIN_PT_CODE'. You can override using
the `.groups` argument.Table below shows the content of pv6_9
datatable(pv6_9)Warning in instance$preRenderHook(instance): It seems your data is too big for
client-side DataTables. You may consider server-side processing:
https://rstudio.github.io/DT/server.htmlSave the output into an rds file format.
write_rds(pv6_9, "data/rds/pv6_9.rds")The code chunk below will be used to import the save pv6_9.rds into R environment.
pv6_9 <- read_rds("data/rds/pv6_9.rds")Import Geospatial Data
For this exercise, we will be using the following geospatial data
BusStop: This data provides the location of bus stop as at last quarter of 2022.
busstop <- st_read(dsn = "data/geospatial",
layer = "BusStop") %>%
st_transform(crs = 3414)Reading layer `BusStop' from data source
`D:\zhphyo\ISSS624\Take-home_Ex2\data\geospatial' using driver `ESRI Shapefile'
Simple feature collection with 5161 features and 3 fields
Geometry type: POINT
Dimension: XY
Bounding box: xmin: 3970.122 ymin: 26482.1 xmax: 48284.56 ymax: 52983.82
Projected CRS: SVY21busstopSimple feature collection with 5161 features and 3 fields
Geometry type: POINT
Dimension: XY
Bounding box: xmin: 3970.122 ymin: 26482.1 xmax: 48284.56 ymax: 52983.82
Projected CRS: SVY21 / Singapore TM
First 10 features:
BUS_STOP_N BUS_ROOF_N LOC_DESC geometry
1 22069 B06 OPP CEVA LOGISTICS POINT (13576.31 32883.65)
2 32071 B23 AFT TRACK 13 POINT (13228.59 44206.38)
3 44331 B01 BLK 239 POINT (21045.1 40242.08)
4 96081 B05 GRACE INDEPENDENT CH POINT (41603.76 35413.11)
5 11561 B05 BLK 166 POINT (24568.74 30391.85)
6 66191 B03 AFT CORFE PL POINT (30951.58 38079.61)
7 23389 B02A PEC LTD POINT (12476.9 32211.6)
8 54411 B02 BLK 527 POINT (30329.45 39373.92)
9 28531 B09 BLK 536 POINT (14993.31 36905.61)
10 96139 B01 BLK 148 POINT (41642.81 36513.9)MPSZ-2019: This data provides the sub-zone boundary of URA Master Plan 2019
mpsz <- st_read(dsn = "data/geospatial",
layer = "MPSZ-2019") %>%
st_transform(crs = 3414)Reading layer `MPSZ-2019' from data source
`D:\zhphyo\ISSS624\Take-home_Ex2\data\geospatial' using driver `ESRI Shapefile'
Simple feature collection with 332 features and 6 fields
Geometry type: MULTIPOLYGON
Dimension: XY
Bounding box: xmin: 103.6057 ymin: 1.158699 xmax: 104.0885 ymax: 1.470775
Geodetic CRS: WGS 84mpszSimple feature collection with 332 features and 6 fields
Geometry type: MULTIPOLYGON
Dimension: XY
Bounding box: xmin: 2667.538 ymin: 15748.72 xmax: 56396.44 ymax: 50256.33
Projected CRS: SVY21 / Singapore TM
First 10 features:
SUBZONE_N SUBZONE_C PLN_AREA_N PLN_AREA_C REGION_N
1 MARINA EAST MESZ01 MARINA EAST ME CENTRAL REGION
2 INSTITUTION HILL RVSZ05 RIVER VALLEY RV CENTRAL REGION
3 ROBERTSON QUAY SRSZ01 SINGAPORE RIVER SR CENTRAL REGION
4 JURONG ISLAND AND BUKOM WISZ01 WESTERN ISLANDS WI WEST REGION
5 FORT CANNING MUSZ02 MUSEUM MU CENTRAL REGION
6 MARINA EAST (MP) MPSZ05 MARINE PARADE MP CENTRAL REGION
7 SUDONG WISZ03 WESTERN ISLANDS WI WEST REGION
8 SEMAKAU WISZ02 WESTERN ISLANDS WI WEST REGION
9 SOUTHERN GROUP SISZ02 SOUTHERN ISLANDS SI CENTRAL REGION
10 SENTOSA SISZ01 SOUTHERN ISLANDS SI CENTRAL REGION
REGION_C geometry
1 CR MULTIPOLYGON (((33222.98 29...
2 CR MULTIPOLYGON (((28481.45 30...
3 CR MULTIPOLYGON (((28087.34 30...
4 WR MULTIPOLYGON (((14557.7 304...
5 CR MULTIPOLYGON (((29542.53 31...
6 CR MULTIPOLYGON (((35279.55 30...
7 WR MULTIPOLYGON (((15772.59 21...
8 WR MULTIPOLYGON (((19843.41 21...
9 CR MULTIPOLYGON (((30870.53 22...
10 CR MULTIPOLYGON (((26879.04 26...Geospatial data wrangling
Create Hexagon Layer
Create hexagon layer using busstop.
hex_Grid <- st_make_grid(busstop, c(750), what = "polygons", square = FALSE)
# To sf and add grid ID
grid_sf = st_sf(hex_Grid) %>%
# add grid ID
mutate(grid_id = sprintf("G%05d", row_number()))
# count number of points in each grid
# https://gis.stackexchange.com/questions/323698/counting-points-in-polygons-with-sf-package-of-r
grid_sf$n_busstops = lengths(st_intersects(grid_sf, busstop))
# remove grid without value of 0 (i.e. no points in side that grid)
busstop_grid = filter(grid_sf, n_busstops > 0)Combine Busstop & mpsz
Code chunk below populates busstop_grid sf data frame into busstop sf data frame.
busstop_hex <- st_intersection(busstop, busstop_grid) %>%
select(BUS_STOP_N, grid_id) %>%
st_drop_geometry()Warning: attribute variables are assumed to be spatially constant throughout
all geometriesdatatable(busstop_hex)Combine pv6_9 with busstop_hex data
We are going to append the hexagon from busstop_hex data frame onto odbus6_9 data frame.
pv_data <- left_join(pv6_9 , busstop_hex,
by = c("ORIGIN_PT_CODE" = "BUS_STOP_N")) %>%
rename(ORIGIN_BS = ORIGIN_PT_CODE,
ORIGIN_SZ = grid_id,
DESTIN_BS = DESTINATION_PT_CODE)Warning in left_join(pv6_9, busstop_hex, by = c(ORIGIN_PT_CODE = "BUS_STOP_N")): Detected an unexpected many-to-many relationship between `x` and `y`.
ℹ Row 25632 of `x` matches multiple rows in `y`.
ℹ Row 3057 of `y` matches multiple rows in `x`.
ℹ If a many-to-many relationship is expected, set `relationship =
"many-to-many"` to silence this warning.Check for duplicating records.
duplicate <- pv_data %>%
group_by_all() %>%
filter(n()>1) %>%
ungroup()Duplicated records are found. The code chunk below will be used to retain the unique records.
pv_data <- unique(pv_data)Confirm if the duplicating records issue has been addressed fully.
duplicate <- pv_data %>%
group_by_all() %>%
filter(n()>1) %>%
ungroup()
print(nrow(duplicate))[1] 0we will update pv_data data frame with the hexagon.
pv_data <- left_join(pv_data , busstop_hex,
by = c("DESTIN_BS" = "BUS_STOP_N")) Warning in left_join(pv_data, busstop_hex, by = c(DESTIN_BS = "BUS_STOP_N")): Detected an unexpected many-to-many relationship between `x` and `y`.
ℹ Row 167 of `x` matches multiple rows in `y`.
ℹ Row 3146 of `y` matches multiple rows in `x`.
ℹ If a many-to-many relationship is expected, set `relationship =
"many-to-many"` to silence this warning.Check for duplicating records.
duplicate <- pv_data %>%
group_by_all() %>%
filter(n()>1) %>%
ungroup()Duplicated records are found. The code chunk below will be used to retain the unique records.
pv_data <- unique(pv_data)Confirm if the duplicating records issue has been addressed fully.
duplicate <- pv_data %>%
group_by_all() %>%
filter(n()>1) %>%
ungroup()
print(nrow(duplicate))[1] 0pv_data <- pv_data %>%
rename(DESTIN_SZ = grid_id) %>%
drop_na() %>%
group_by(ORIGIN_SZ, DESTIN_SZ) %>%
summarise(MORNING_PEAK = sum(TRIPS))`summarise()` has grouped output by 'ORIGIN_SZ'. You can override using the
`.groups` argument.Save the output into an rds file.
write_rds(pv_data, "data/rds/pv_data.rds")pv_data <- read_rds("data/rds/pv_data.rds")Visualising Spatial Interaction
Prepare a desire line by using stplanr package.
Removing intra-zonal flows
We will not plot the intra-zonal flows. The code chunk below will be used to remove intra-zonal flows.
pv_data1 <- pv_data[pv_data$ORIGIN_SZ!=pv_data$DESTIN_SZ,]Creating desire lines
In this code chunk below, od2line() of stplanr package is used to create the desire lines.
flowLine <- od2line(flow = pv_data1,
zones = busstop_grid,
zone_code = "grid_id")Creating centroids representing desire line start and end points.Visualising the desire lines
To visualise the resulting desire lines, the code chunk below is used.
tmap_mode("plot")tmap mode set to plottingtmap_options(check.and.fix = TRUE)
tm_shape(mpsz) +
tm_polygons() +
tm_shape(busstop_grid) +
tm_borders(col = "grey40", lwd = 0.7)Warning: The shape mpsz is invalid. See sf::st_is_valid
flowLine %>%
tm_shape() +
tm_lines(lwd = "MORNING_PEAK",
style = "quantile",
scale = c(0.1, 1, 3, 5, 7, 10),
n = 6,
alpha = 0.3,
col = "blue")Warning in g$scale * (w_legend/maxW): longer object length is not a multiple of
shorter object lengthWarning in g$scale * (x/maxW): longer object length is not a multiple of
shorter object lengthLegend labels were too wide. Therefore, legend.text.size has been set to 0.49. Increase legend.width (argument of tm_layout) to make the legend wider and therefore the labels larger.
Visualising the desire lines (Morning Peak >= 5000)
When the flow data are very messy and highly skewed like the one shown above, it is wiser to focus on selected flows, for example flow greater than or equal to 5000 as shown below.
tmap_mode("plot")tmap mode set to plottingtmap_options(check.and.fix = TRUE)
tm_shape(mpsz) +
tm_polygons() +
tm_shape(busstop_grid) +
tm_polygons() +
flowLine %>%
filter(MORNING_PEAK >= 5000) %>%
tm_shape() +
tm_lines(lwd = "MORNING_PEAK",
style = "quantile",
scale = c(0.1, 1, 3, 5, 7, 10),
n = 6,
alpha = 0.3,
col = "blue")Warning: The shape mpsz is invalid. See sf::st_is_validWarning in g$scale * (w_legend/maxW): longer object length is not a multiple of
shorter object lengthLegend labels were too wide. Therefore, legend.text.size has been set to 0.49. Increase legend.width (argument of tm_layout) to make the legend wider and therefore the labels larger.
Preparing Spatial Interaction Modelling Variables
Business data
Importing business data
business_sf <- st_read(dsn = "data/geospatial", layer = "Business")Reading layer `Business' from data source
`D:\zhphyo\ISSS624\Take-home_Ex2\data\geospatial' using driver `ESRI Shapefile'
Simple feature collection with 6550 features and 3 fields
Geometry type: POINT
Dimension: XY
Bounding box: xmin: 3669.148 ymin: 25408.41 xmax: 47034.83 ymax: 50148.54
Projected CRS: SVY21 / Singapore TMbusiness_sf <- business_sf %>%
st_transform(crs = 3414)Performing point-in-polygon count process
We will count the number of schools located inside the hexagon grid.
busstop_grid$`BIZ_COUNT`<- lengths(
st_intersects(busstop_grid, business_sf))summary(busstop_grid$BIZ_COUNT) Min. 1st Qu. Median Mean 3rd Qu. Max.
0.000 0.000 1.000 7.273 7.000 97.000 tmap_mode("plot")tmap mode set to plottingtm_shape(mpsz) +
tm_polygons() +
tm_shape(busstop_grid) +
tm_polygons() +
tm_shape(business_sf) +
tm_dots() Warning: The shape mpsz is invalid. See sf::st_is_valid
F&B data
Importing F&B data
fnb_sf <- st_read(dsn = "data/geospatial", layer = "F&B")Reading layer `F&B' from data source
`D:\zhphyo\ISSS624\Take-home_Ex2\data\geospatial' using driver `ESRI Shapefile'
Simple feature collection with 1919 features and 3 fields
Geometry type: POINT
Dimension: XY
Bounding box: xmin: 6010.495 ymin: 25343.27 xmax: 45462.43 ymax: 48796.21
Projected CRS: SVY21 / Singapore TMfnb_sf <- fnb_sf %>%
st_transform(crs = 3414)Performing point-in-polygon count process
We will count the number of F&B located inside the hexagon grid.
busstop_grid$`FnB_COUNT`<- lengths(
st_intersects(busstop_grid, fnb_sf))summary(busstop_grid$FnB_COUNT) Min. 1st Qu. Median Mean 3rd Qu. Max.
0.000 0.000 0.000 2.204 1.000 133.000 tmap_mode("plot")tmap mode set to plottingtm_shape(mpsz) +
tm_polygons() +
tm_shape(busstop_grid) +
tm_polygons() +
tm_shape(fnb_sf) +
tm_dots() Warning: The shape mpsz is invalid. See sf::st_is_valid
FinServ data
Importing FinServ data
finServ_sf <- st_read(dsn = "data/geospatial", layer = "FinServ")Reading layer `FinServ' from data source
`D:\zhphyo\ISSS624\Take-home_Ex2\data\geospatial' using driver `ESRI Shapefile'
Simple feature collection with 3320 features and 3 fields
Geometry type: POINT
Dimension: XY
Bounding box: xmin: 4881.527 ymin: 25171.88 xmax: 46526.16 ymax: 49338.02
Projected CRS: SVY21 / Singapore TMfinServ_sf <- finServ_sf %>%
st_transform(crs = 3414)Performing point-in-polygon count process
We will count the number of retails located inside the hexagon grid.
busstop_grid$`FINSERV_COUNT`<- lengths(
st_intersects(busstop_grid, finServ_sf))summary(busstop_grid$FINSERV_COUNT) Min. 1st Qu. Median Mean 3rd Qu. Max.
0.000 0.000 1.000 3.922 4.000 139.000 tmap_mode("plot")tmap mode set to plottingtm_shape(mpsz) +
tm_polygons() +
tm_shape(busstop_grid) +
tm_polygons() +
tm_shape(finServ_sf) +
tm_dots() Warning: The shape mpsz is invalid. See sf::st_is_valid
Busstop data
Importing Busstop data
busstop data imported in previous section.
busstopSimple feature collection with 5161 features and 3 fields
Geometry type: POINT
Dimension: XY
Bounding box: xmin: 3970.122 ymin: 26482.1 xmax: 48284.56 ymax: 52983.82
Projected CRS: SVY21 / Singapore TM
First 10 features:
BUS_STOP_N BUS_ROOF_N LOC_DESC geometry
1 22069 B06 OPP CEVA LOGISTICS POINT (13576.31 32883.65)
2 32071 B23 AFT TRACK 13 POINT (13228.59 44206.38)
3 44331 B01 BLK 239 POINT (21045.1 40242.08)
4 96081 B05 GRACE INDEPENDENT CH POINT (41603.76 35413.11)
5 11561 B05 BLK 166 POINT (24568.74 30391.85)
6 66191 B03 AFT CORFE PL POINT (30951.58 38079.61)
7 23389 B02A PEC LTD POINT (12476.9 32211.6)
8 54411 B02 BLK 527 POINT (30329.45 39373.92)
9 28531 B09 BLK 536 POINT (14993.31 36905.61)
10 96139 B01 BLK 148 POINT (41642.81 36513.9)Performing point-in-polygon count process
busstop_grid$`BUSSTOP_COUNT`<- lengths(
st_intersects(busstop_grid, busstop))summary(busstop_grid$BUSSTOP_COUNT) Min. 1st Qu. Median Mean 3rd Qu. Max.
1.000 3.000 6.000 6.188 9.000 19.000 tmap_mode("plot")tmap mode set to plottingtm_shape(mpsz) +
tm_polygons() +
tm_shape(busstop_grid) +
tm_polygons() +
tm_shape(busstop) +
tm_dots() Warning: The shape mpsz is invalid. See sf::st_is_valid
Train Station Exit Layer data
Importing Train Station Exit Layer data
texit_sf <- st_read(dsn = "data/geospatial", layer = "Train_Station_Exit_Layer")Reading layer `Train_Station_Exit_Layer' from data source
`D:\zhphyo\ISSS624\Take-home_Ex2\data\geospatial' using driver `ESRI Shapefile'
Simple feature collection with 565 features and 2 fields
Geometry type: POINT
Dimension: XY
Bounding box: xmin: 6134.086 ymin: 27499.7 xmax: 45356.36 ymax: 47865.92
Projected CRS: SVY21texit_sf <- texit_sf %>%
st_transform(crs = 3414)Performing point-in-polygon count process
We will count the number of retails located inside the hexagon grid.
busstop_grid$`TEXIT_COUNT`<- lengths(
st_intersects(busstop_grid, texit_sf))summary(busstop_grid$TEXIT_COUNT) Min. 1st Qu. Median Mean 3rd Qu. Max.
0.0000 0.0000 0.0000 0.6715 0.0000 13.0000 tmap_mode("plot")tmap mode set to plottingtm_shape(mpsz) +
tm_polygons() +
tm_shape(busstop_grid) +
tm_polygons() +
tm_shape(texit_sf) +
tm_dots() Warning: The shape mpsz is invalid. See sf::st_is_valid
Aspatial data - HDB data
Import HDB Data
hdb <- read.csv("data/aspatial/hdb.csv")Tidying the data by selecting only the necessary fields as well as rename some fields.
hdb <- hdb %>%
rename(latitude = "lat",
longitude = "lng") %>%
select(postal, addr, latitude, longitude)Converting an aspatial data into sf tibble data.frame
Convert hdb tibble data.frame data into a simple feature tibble data.frame called hdb_sf by using values in latitude and longitude fields.
Refer to st_as_sf() of sf package.
hdb_sf <- st_as_sf(hdb,
coords = c("longitude", "latitude"),
crs=4326) %>%
st_transform(crs = 3414)Performing point-in-polygon count process
We will count the number of hdb located inside the hexagon grid.
busstop_grid$`HDB_COUNT`<- lengths(
st_intersects(busstop_grid, hdb_sf))summary(busstop_grid$HDB_COUNT) Min. 1st Qu. Median Mean 3rd Qu. Max.
0.00 0.00 0.00 14.85 27.00 103.00 tmap_mode("plot")tmap mode set to plottingtm_shape(mpsz) +
tm_polygons() +
tm_shape(busstop_grid) +
tm_polygons() +
tm_shape(hdb_sf) +
tm_dots() Warning: The shape mpsz is invalid. See sf::st_is_valid
Join with pv_data
busstop_grid_tidy <- busstop_grid %>%
st_drop_geometry() %>%
select(grid_id, BIZ_COUNT, FnB_COUNT, FINSERV_COUNT, BUSSTOP_COUNT, TEXIT_COUNT, HDB_COUNT)flow_data <- pv_data1 %>%
left_join(busstop_grid_tidy,
by = c("DESTIN_SZ" = "grid_id")) Checking for variables with zero values
Since Poisson Regression is based of log and log 0 is undefined, it is important for us to ensure that no 0 values in the explanatory variables.
In the code chunk below, summary() of Base R is used to compute the summary statistics of all variables in wd_od data frame.
summary(flow_data) ORIGIN_SZ DESTIN_SZ MORNING_PEAK BIZ_COUNT
Length:65140 Length:65140 Min. : 1.0 Min. : 0.000
Class :character Class :character 1st Qu.: 7.0 1st Qu.: 0.000
Mode :character Mode :character Median : 38.0 Median : 1.000
Mean : 375.3 Mean : 7.295
3rd Qu.: 175.0 3rd Qu.: 6.000
Max. :97602.0 Max. :97.000
FnB_COUNT FINSERV_COUNT BUSSTOP_COUNT TEXIT_COUNT
Min. : 0.000 Min. : 0.000 Min. : 1.000 Min. : 0.000
1st Qu.: 0.000 1st Qu.: 1.000 1st Qu.: 5.000 1st Qu.: 0.000
Median : 0.000 Median : 3.000 Median : 7.000 Median : 0.000
Mean : 5.775 Mean : 8.616 Mean : 7.793 Mean : 1.359
3rd Qu.: 2.000 3rd Qu.: 9.000 3rd Qu.:10.000 3rd Qu.: 2.000
Max. :133.000 Max. :139.000 Max. :19.000 Max. :13.000
HDB_COUNT
Min. : 0.0
1st Qu.: 0.0
Median : 10.0
Mean : 19.4
3rd Qu.: 34.0
Max. :103.0 Code chunk below will be used to replace zero values to 0.99.
flow_data$BIZ_COUNT <- ifelse(
flow_data$BIZ_COUNT == 0,
0.99, flow_data$BIZ_COUNT)
flow_data$FnB_COUNT <- ifelse(
flow_data$FnB_COUNT == 0,
0.99, flow_data$FnB_COUNT)
flow_data$FINSERV_COUNT <- ifelse(
flow_data$FINSERV_COUNT == 0,
0.99, flow_data$FINSERV_COUNT)
flow_data$BUSSTOP_COUNT <- ifelse(
flow_data$BUSSTOP_COUNT == 0,
0.99, flow_data$BUSSTOP_COUNT)
flow_data$TEXIT_COUNT <- ifelse(
flow_data$TEXIT_COUNT == 0,
0.99, flow_data$TEXIT_COUNT)
flow_data$HDB_COUNT <- ifelse(
flow_data$HDB_COUNT == 0,
0.99, flow_data$HDB_COUNT)Run the summary() again to check.
summary(flow_data) ORIGIN_SZ DESTIN_SZ MORNING_PEAK BIZ_COUNT
Length:65140 Length:65140 Min. : 1.0 Min. : 0.990
Class :character Class :character 1st Qu.: 7.0 1st Qu.: 0.990
Mode :character Mode :character Median : 38.0 Median : 1.000
Mean : 375.3 Mean : 7.724
3rd Qu.: 175.0 3rd Qu.: 6.000
Max. :97602.0 Max. :97.000
FnB_COUNT FINSERV_COUNT BUSSTOP_COUNT TEXIT_COUNT
Min. : 0.990 Min. : 0.990 Min. : 1.000 Min. : 0.99
1st Qu.: 0.990 1st Qu.: 1.000 1st Qu.: 5.000 1st Qu.: 0.99
Median : 0.990 Median : 3.000 Median : 7.000 Median : 0.99
Mean : 6.303 Mean : 8.853 Mean : 7.793 Mean : 1.98
3rd Qu.: 2.000 3rd Qu.: 9.000 3rd Qu.:10.000 3rd Qu.: 2.00
Max. :133.000 Max. :139.000 Max. :19.000 Max. :13.00
HDB_COUNT
Min. : 0.99
1st Qu.: 0.99
Median : 10.00
Mean : 19.76
3rd Qu.: 34.00
Max. :103.00 Save the output into an rds file.
write_rds(flow_data, "data/rds/flow_data.rds")Computing the distance matrix
Converting from sf data.table to SpatialPolygonsDataFrame
First as.Spatial() will be used to convert mpsz from sf tibble data frame to SpatialPolygonsDataFrame of sp object as shown in the code chunk below.
busstop_grid_sp <- as(busstop_grid, "Spatial")
busstop_grid_spclass : SpatialPolygonsDataFrame
features : 834
extent : 3595.122, 48595.12, 26049.09, 53545.39 (xmin, xmax, ymin, ymax)
crs : +proj=tmerc +lat_0=1.36666666666667 +lon_0=103.833333333333 +k=1 +x_0=28001.642 +y_0=38744.572 +ellps=WGS84 +towgs84=0,0,0,0,0,0,0 +units=m +no_defs
variables : 8
names : grid_id, n_busstops, BIZ_COUNT, FnB_COUNT, FINSERV_COUNT, BUSSTOP_COUNT, TEXIT_COUNT, HDB_COUNT
min values : G00023, 1, 0, 0, 0, 1, 0, 0
max values : G02505, 19, 97, 133, 139, 19, 13, 103 Computing the distance matrix
Next, spDists() of sp package will be used to compute the Euclidean distance between the centroids of the trid.
dist <- spDists(busstop_grid_sp,
longlat = FALSE)
head(dist, n=c(10, 10)) [,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8]
[1,] 0.000 750.000 3269.174 1500.000 2704.163 3968.627 1299.038 2250.000
[2,] 750.000 0.000 2598.076 750.000 1984.313 3269.174 750.000 1500.000
[3,] 3269.174 2598.076 0.000 1984.313 750.000 750.000 2704.163 1500.000
[4,] 1500.000 750.000 1984.313 0.000 1299.038 2598.076 750.000 750.000
[5,] 2704.163 1984.313 750.000 1299.038 0.000 1299.038 1984.313 750.000
[6,] 3968.627 3269.174 750.000 2598.076 1299.038 0.000 3269.174 1984.313
[7,] 1299.038 750.000 2704.163 750.000 1984.313 3269.174 0.000 1299.038
[8,] 2250.000 1500.000 1500.000 750.000 750.000 1984.313 1299.038 0.000
[9,] 3436.932 2704.163 750.000 1984.313 750.000 750.000 2598.076 1299.038
[10,] 4683.748 3968.627 1500.000 3269.174 1984.313 750.000 3897.114 2598.076
[,9] [,10]
[1,] 3436.932 4683.748
[2,] 2704.163 3968.627
[3,] 750.000 1500.000
[4,] 1984.313 3269.174
[5,] 750.000 1984.313
[6,] 750.000 750.000
[7,] 2598.076 3897.114
[8,] 1299.038 2598.076
[9,] 0.000 1299.038
[10,] 1299.038 0.000Label column and row headers of a distance matrix
First, we will create a list sorted according to the the distance matrix by grid_id.
sz_names <- busstop_grid_sp$grid_idNext we will attach grid_id to row and column for distance matrix matching ahead.
colnames(dist) <- paste0(sz_names)
rownames(dist) <- paste0(sz_names)Pivoting distance value by grid_id
distPair <- melt(dist) %>%
rename(dist = value)
head(distPair, 10) Var1 Var2 dist
1 G00023 G00023 0.000
2 G00044 G00023 750.000
3 G00046 G00023 3269.174
4 G00066 G00023 1500.000
5 G00067 G00023 2704.163
6 G00068 G00023 3968.627
7 G00086 G00023 1299.038
8 G00087 G00023 2250.000
9 G00088 G00023 3436.932
10 G00089 G00023 4683.748Notice that the within zone distance is 0.
Update intra-zonal distances
We are going to append a constant value to replace the intra-zonal distance of 0.
First, we will select and find out the minimum value of the distance by using summary().
distPair %>%
filter(dist > 0) %>%
summary() Var1 Var2 dist
G00023 : 833 G00023 : 833 Min. : 750
G00044 : 833 G00044 : 833 1st Qu.: 8352
G00046 : 833 G00046 : 833 Median :13332
G00066 : 833 G00066 : 833 Mean :14162
G00067 : 833 G00067 : 833 3rd Qu.:18929
G00068 : 833 G00068 : 833 Max. :44680
(Other):689724 (Other):689724 Next, a constant distance value of 50m is added into intra-zones distance.
distPair$dist <- ifelse(distPair$dist == 0,
50, distPair$dist)The code chunk below will be used to check the result data.frame.
distPair %>%
summary() Var1 Var2 dist
G00023 : 834 G00023 : 834 Min. : 50
G00044 : 834 G00044 : 834 1st Qu.: 8250
G00046 : 834 G00046 : 834 Median :13332
G00066 : 834 G00066 : 834 Mean :14145
G00067 : 834 G00067 : 834 3rd Qu.:18929
G00068 : 834 G00068 : 834 Max. :44680
(Other):690552 (Other):690552 The code chunk below is used to rename the origin and destination fields.
distPair <- distPair %>%
rename(orig = Var1,
dest = Var2)Save the output into an rds file.
write_rds(distPair, "data/rds/distPair.rds")Spatial Interaction Modelling
Preparing flow data
flow_data <- read_rds("data/rds/flow_data.rds")head(flow_data, 10)# A tibble: 10 × 9
# Groups: ORIGIN_SZ [2]
ORIGIN_SZ DESTIN_SZ MORNING_PEAK BIZ_COUNT FnB_COUNT FINSERV_COUNT
<chr> <chr> <dbl> <dbl> <dbl> <dbl>
1 G00023 G00067 1 50 0.99 1
2 G00023 G00087 1 3 0.99 0.99
3 G00023 G00128 4 6 0.99 0.99
4 G00023 G00154 3 42 0.99 0.99
5 G00023 G00175 93 44 0.99 0.99
6 G00023 G00176 1 0.99 0.99 0.99
7 G00044 G00023 1 0.99 0.99 0.99
8 G00044 G00067 2 50 0.99 1
9 G00044 G00086 1 3 0.99 0.99
10 G00044 G00088 2 66 0.99 0.99
# ℹ 3 more variables: BUSSTOP_COUNT <int>, TEXIT_COUNT <dbl>, HDB_COUNT <dbl>Separating intra-flow from passenger volume df
Code chunk below is used to add three new fields in flow_data dataframe.
flow_data$FlowNoIntra <- ifelse(
flow_data$ORIGIN_SZ == flow_data$DESTIN_SZ,
0, flow_data$MORNING_PEAK)
flow_data$offset <- ifelse(
flow_data$ORIGIN_SZ == flow_data$DESTIN_SZ,
0.000001, 1)Combining passenger volume data with distance value
Before we can join flow_data and distPair, we need to convert data value type of ORIGIN_SZ and DESTIN_SZ fields of flow_data dataframe into factor data type.
flow_data$ORIGIN_SZ <- as.factor(flow_data$ORIGIN_SZ)
flow_data$DESTIN_SZ <- as.factor(flow_data$DESTIN_SZ)Now, left_join() of dplyr will be used to flow_data dataframe and distPair dataframe. The output is called flow_data1.
flow_data1 <- flow_data %>%
left_join (distPair,
by = c("ORIGIN_SZ" = "orig",
"DESTIN_SZ" = "dest"))glimpse(flow_data1)Rows: 65,140
Columns: 12
Groups: ORIGIN_SZ [816]
$ ORIGIN_SZ <fct> G00023, G00023, G00023, G00023, G00023, G00023, G00044, …
$ DESTIN_SZ <fct> G00067, G00087, G00128, G00154, G00175, G00176, G00023, …
$ MORNING_PEAK <dbl> 1, 1, 4, 3, 93, 1, 1, 2, 1, 2, 3, 1, 2, 40, 1, 1, 3, 2, …
$ BIZ_COUNT <dbl> 50.00, 3.00, 6.00, 42.00, 44.00, 0.99, 0.99, 50.00, 3.00…
$ FnB_COUNT <dbl> 0.99, 0.99, 0.99, 0.99, 0.99, 0.99, 0.99, 0.99, 0.99, 0.…
$ FINSERV_COUNT <dbl> 1.00, 0.99, 0.99, 0.99, 0.99, 0.99, 0.99, 1.00, 0.99, 0.…
$ BUSSTOP_COUNT <int> 4, 1, 1, 8, 11, 5, 1, 4, 1, 4, 1, 2, 8, 11, 4, 4, 5, 2, …
$ TEXIT_COUNT <dbl> 0.99, 0.99, 0.99, 0.99, 2.00, 0.99, 0.99, 0.99, 0.99, 0.…
$ HDB_COUNT <dbl> 0.99, 0.99, 0.99, 0.99, 0.99, 0.99, 0.99, 0.99, 0.99, 0.…
$ FlowNoIntra <dbl> 1, 1, 4, 3, 93, 1, 1, 2, 1, 2, 3, 1, 2, 40, 1, 1, 3, 2, …
$ offset <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,…
$ dist <dbl> 2704.163, 2250.000, 1984.313, 6873.864, 7611.669, 8842.3…Save the output into an rds file.
write_rds(flow_data1, "data/rds/SIM_data.rds")Calibrating Spatial Interaction Models
Importing the modelling data
Import the modelling data by using the code chunk below.
SIM_data <- read_rds("data/rds/SIM_data.rds")Visualising the dependent variable
Firstly, let us plot the distribution of the dependent variable (i.e. MORNING_PEAK) by using histogram method by using the code chunk below.
ggplot(data = SIM_data,
aes(x = MORNING_PEAK)) +
geom_histogram()`stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
Notice that the distribution is highly skewed and not resemble bell shape or also known as normal distribution.
Next, let us visualise the relation between the dependent variable and one of the key independent variable in Spatial Interaction Model, namely distance.
ggplot(data = SIM_data,
aes(x = dist,
y = MORNING_PEAK)) +
geom_point() +
geom_smooth(method = lm)`geom_smooth()` using formula = 'y ~ x'
Notice that their relationship hardly resemble linear relationship.
On the other hand, plot the scatter plot by using the log transformed version of both variables, we can see that their relationship is more resemble linear relationship.
ggplot(data = SIM_data,
aes(x = log(dist),
y = log(MORNING_PEAK))) +
geom_point() +
geom_smooth(method = lm)`geom_smooth()` using formula = 'y ~ x'
Checking for variables with zero values
Since Poisson Regression is based of log and log 0 is undefined, it is important for us to ensure that no 0 values in the explanatory variables.
In the code chunk below, summary() of Base R is used to compute the summary statistics of all variables in SIM_data data frame.
summary(SIM_data) ORIGIN_SZ DESTIN_SZ MORNING_PEAK BIZ_COUNT
G01960 : 294 G01474 : 354 Min. : 1.0 Min. : 0.990
G01474 : 293 G01452 : 335 1st Qu.: 7.0 1st Qu.: 0.990
G01477 : 293 G01516 : 324 Median : 38.0 Median : 1.000
G01496 : 283 G01494 : 296 Mean : 375.3 Mean : 7.724
G01812 : 279 G01477 : 295 3rd Qu.: 175.0 3rd Qu.: 6.000
G01749 : 277 G01432 : 289 Max. :97602.0 Max. :97.000
(Other):63421 (Other):63247
FnB_COUNT FINSERV_COUNT BUSSTOP_COUNT TEXIT_COUNT
Min. : 0.990 Min. : 0.990 Min. : 1.000 Min. : 0.99
1st Qu.: 0.990 1st Qu.: 1.000 1st Qu.: 5.000 1st Qu.: 0.99
Median : 0.990 Median : 3.000 Median : 7.000 Median : 0.99
Mean : 6.303 Mean : 8.853 Mean : 7.793 Mean : 1.98
3rd Qu.: 2.000 3rd Qu.: 9.000 3rd Qu.:10.000 3rd Qu.: 2.00
Max. :133.000 Max. :139.000 Max. :19.000 Max. :13.00
HDB_COUNT FlowNoIntra offset dist
Min. : 0.99 Min. : 1.0 Min. :1 Min. : 750
1st Qu.: 0.99 1st Qu.: 7.0 1st Qu.:1 1st Qu.: 3000
Median : 10.00 Median : 38.0 Median :1 Median : 5408
Mean : 19.76 Mean : 375.3 Mean :1 Mean : 6341
3rd Qu.: 34.00 3rd Qu.: 175.0 3rd Qu.:1 3rd Qu.: 8842
Max. :103.00 Max. :97602.0 Max. :1 Max. :24784
All the 0 values have been replaced by 0.99 in previous section.
Unconstrained Spatial Interaction Model
In this section, we will calibrate an unconstrained spatial interaction model by using glm() of Base Stats.
uncSIM <- glm(formula = MORNING_PEAK ~
log(BIZ_COUNT) +
log(FnB_COUNT) +
log(FINSERV_COUNT) +
log(BUSSTOP_COUNT) +
log(TEXIT_COUNT) +
log(HDB_COUNT) +
log(dist),
family = poisson(link = "log"),
data = SIM_data,
na.action = na.exclude)
uncSIM
Call: glm(formula = MORNING_PEAK ~ log(BIZ_COUNT) + log(FnB_COUNT) +
log(FINSERV_COUNT) + log(BUSSTOP_COUNT) + log(TEXIT_COUNT) +
log(HDB_COUNT) + log(dist), family = poisson(link = "log"),
data = SIM_data, na.action = na.exclude)
Coefficients:
(Intercept) log(BIZ_COUNT) log(FnB_COUNT) log(FINSERV_COUNT)
16.59526 0.03054 -0.26073 0.23831
log(BUSSTOP_COUNT) log(TEXIT_COUNT) log(HDB_COUNT) log(dist)
0.17955 0.47411 0.06918 -1.45279
Degrees of Freedom: 65139 Total (i.e. Null); 65132 Residual
Null Deviance: 98770000
Residual Deviance: 56370000 AIC: 56730000R-squared function
In order to measure how much variation of the trips can be accounted by the model we will write a function to calculate R-Squared value as shown below.
CalcRSquared <- function(observed,estimated){
r <- cor(observed,estimated)
R2 <- r^2
R2
}Next, we will compute the R-squared of the unconstrained SIM by using the code chunk below.
CalcRSquared(uncSIM$data$MORNING_PEAK, uncSIM$fitted.values)[1] 0.1977453r2_mcfadden(uncSIM)# R2 for Generalized Linear Regression
R2: 0.428
adj. R2: 0.428Origin (Production) constrained SIM
In this section, we will fit an origin constrained SIM by using the code3 chunk below.
orcSIM <- glm(formula = MORNING_PEAK ~
ORIGIN_SZ +
log(BIZ_COUNT) +
log(FnB_COUNT) +
log(FINSERV_COUNT) +
log(BUSSTOP_COUNT) +
log(TEXIT_COUNT) +
log(HDB_COUNT) +
log(dist),
family = poisson(link = "log"),
data = SIM_data,
na.action = na.exclude)
summary(orcSIM)
Call:
glm(formula = MORNING_PEAK ~ ORIGIN_SZ + log(BIZ_COUNT) + log(FnB_COUNT) +
log(FINSERV_COUNT) + log(BUSSTOP_COUNT) + log(TEXIT_COUNT) +
log(HDB_COUNT) + log(dist), family = poisson(link = "log"),
data = SIM_data, na.action = na.exclude)
Coefficients:
Estimate Std. Error z value Pr(>|z|)
(Intercept) 14.7798455 0.0985569 149.963 < 2e-16 ***
ORIGIN_SZG00044 -2.0778617 0.1701126 -12.215 < 2e-16 ***
ORIGIN_SZG00046 -1.4108208 0.1316909 -10.713 < 2e-16 ***
ORIGIN_SZG00066 -1.1996707 0.1591655 -7.537 4.80e-14 ***
ORIGIN_SZG00067 0.6858200 0.1016096 6.750 1.48e-11 ***
ORIGIN_SZG00068 -2.2472989 0.1624053 -13.838 < 2e-16 ***
ORIGIN_SZG00086 -0.5214637 0.1229385 -4.242 2.22e-05 ***
ORIGIN_SZG00087 -0.5623956 0.1276240 -4.407 1.05e-05 ***
ORIGIN_SZG00088 1.2499678 0.1002546 12.468 < 2e-16 ***
ORIGIN_SZG00089 -0.5071414 0.1102986 -4.598 4.27e-06 ***
ORIGIN_SZG00090 -1.6871945 0.1650837 -10.220 < 2e-16 ***
ORIGIN_SZG00109 -1.0246677 0.1396884 -7.335 2.21e-13 ***
ORIGIN_SZG00110 0.0285375 0.1218074 0.234 0.814765
ORIGIN_SZG00111 2.4408453 0.0991735 24.612 < 2e-16 ***
ORIGIN_SZG00112 -1.7223728 0.1175765 -14.649 < 2e-16 ***
ORIGIN_SZG00128 1.7082023 0.1010136 16.911 < 2e-16 ***
ORIGIN_SZG00129 -1.1724010 0.2131271 -5.501 3.78e-08 ***
ORIGIN_SZG00130 -1.0712913 0.1154642 -9.278 < 2e-16 ***
ORIGIN_SZG00131 -0.3158335 0.1046475 -3.018 0.002544 **
ORIGIN_SZG00132 -0.7335288 0.1095803 -6.694 2.17e-11 ***
ORIGIN_SZG00133 -0.8861348 0.1054961 -8.400 < 2e-16 ***
ORIGIN_SZG00134 1.4914675 0.1012366 14.732 < 2e-16 ***
ORIGIN_SZG00150 2.0147456 0.1004837 20.050 < 2e-16 ***
ORIGIN_SZG00151 -0.4325398 0.1146525 -3.773 0.000162 ***
ORIGIN_SZG00152 -1.0397752 0.1276236 -8.147 3.72e-16 ***
ORIGIN_SZG00153 -0.5400427 0.1069253 -5.051 4.40e-07 ***
ORIGIN_SZG00154 2.1192883 0.0989274 21.423 < 2e-16 ***
ORIGIN_SZG00155 -0.7163559 0.1038468 -6.898 5.27e-12 ***
ORIGIN_SZG00156 0.2574307 0.1058051 2.433 0.014972 *
ORIGIN_SZG00172 0.7536377 0.1243222 6.062 1.34e-09 ***
ORIGIN_SZG00174 -0.5659964 0.1088590 -5.199 2.00e-07 ***
ORIGIN_SZG00175 1.6902969 0.0990388 17.067 < 2e-16 ***
ORIGIN_SZG00176 2.9192231 0.0987050 29.575 < 2e-16 ***
ORIGIN_SZG00195 -1.5765546 0.1274556 -12.369 < 2e-16 ***
ORIGIN_SZG00196 -1.1631676 0.1070676 -10.864 < 2e-16 ***
ORIGIN_SZG00197 -1.8560686 0.1475030 -12.583 < 2e-16 ***
ORIGIN_SZG00215 -1.0079845 0.1284985 -7.844 4.35e-15 ***
ORIGIN_SZG00216 3.1632415 0.0986566 32.063 < 2e-16 ***
ORIGIN_SZG00217 0.4586048 0.1006060 4.558 5.15e-06 ***
ORIGIN_SZG00237 -2.0977525 0.1846603 -11.360 < 2e-16 ***
ORIGIN_SZG00238 -0.9533618 0.1109651 -8.592 < 2e-16 ***
ORIGIN_SZG00239 -1.7630303 0.1863032 -9.463 < 2e-16 ***
ORIGIN_SZG00257 -1.0062227 0.1135502 -8.861 < 2e-16 ***
ORIGIN_SZG00258 -0.2526955 0.1021794 -2.473 0.013396 *
ORIGIN_SZG00259 -0.4235170 0.1064416 -3.979 6.92e-05 ***
ORIGIN_SZG00278 0.1379038 0.1057130 1.305 0.192059
ORIGIN_SZG00279 -0.9791322 0.1074264 -9.114 < 2e-16 ***
ORIGIN_SZG00280 -0.7373891 0.1083772 -6.804 1.02e-11 ***
ORIGIN_SZG00298 -3.2645051 0.3475919 -9.392 < 2e-16 ***
ORIGIN_SZG00299 -1.0168872 0.1102993 -9.219 < 2e-16 ***
ORIGIN_SZG00300 2.0264329 0.0988979 20.490 < 2e-16 ***
ORIGIN_SZG00320 -1.1927487 0.1172927 -10.169 < 2e-16 ***
ORIGIN_SZG00321 -0.4181593 0.1214885 -3.442 0.000578 ***
ORIGIN_SZG00322 0.1673161 0.1090301 1.535 0.124885
ORIGIN_SZG00340 0.6657808 0.1022179 6.513 7.35e-11 ***
ORIGIN_SZG00341 -1.0685659 0.1079735 -9.897 < 2e-16 ***
ORIGIN_SZG00342 -0.7188599 0.1067626 -6.733 1.66e-11 ***
ORIGIN_SZG00363 0.1056694 0.1052213 1.004 0.315254
ORIGIN_SZG00364 0.2590591 0.1020142 2.539 0.011103 *
ORIGIN_SZG00383 -0.1220648 0.1033298 -1.181 0.237479
ORIGIN_SZG00384 -1.3197797 0.1114408 -11.843 < 2e-16 ***
ORIGIN_SZG00385 -0.3529716 0.1087353 -3.246 0.001170 **
ORIGIN_SZG00404 0.3776568 0.1042101 3.624 0.000290 ***
ORIGIN_SZG00405 -0.6814016 0.1098523 -6.203 5.54e-10 ***
ORIGIN_SZG00406 4.0414619 0.0985619 41.004 < 2e-16 ***
ORIGIN_SZG00407 0.0897208 0.1084547 0.827 0.408087
ORIGIN_SZG00408 0.8475221 0.1011070 8.382 < 2e-16 ***
ORIGIN_SZG00425 -1.8935201 0.1321397 -14.330 < 2e-16 ***
ORIGIN_SZG00426 -0.1259135 0.1028305 -1.224 0.220773
ORIGIN_SZG00427 -0.8471536 0.1046849 -8.092 5.85e-16 ***
ORIGIN_SZG00428 -0.8560303 0.1255782 -6.817 9.31e-12 ***
ORIGIN_SZG00429 0.9271563 0.1010757 9.173 < 2e-16 ***
ORIGIN_SZG00446 -0.2792803 0.1147049 -2.435 0.014901 *
ORIGIN_SZG00447 -0.8414041 0.1080982 -7.784 7.04e-15 ***
ORIGIN_SZG00448 -0.0798926 0.1023726 -0.780 0.435149
ORIGIN_SZG00449 2.9099985 0.0987126 29.480 < 2e-16 ***
ORIGIN_SZG00450 0.8003640 0.1004354 7.969 1.60e-15 ***
ORIGIN_SZG00468 0.0991503 0.1023124 0.969 0.332499
ORIGIN_SZG00469 0.6987104 0.1000586 6.983 2.89e-12 ***
ORIGIN_SZG00470 3.2538191 0.0986283 32.991 < 2e-16 ***
ORIGIN_SZG00471 1.6076970 0.0998074 16.108 < 2e-16 ***
ORIGIN_SZG00488 -0.2873847 0.1140106 -2.521 0.011713 *
ORIGIN_SZG00489 -3.0032009 0.2687174 -11.176 < 2e-16 ***
ORIGIN_SZG00490 1.6140141 0.0991821 16.273 < 2e-16 ***
ORIGIN_SZG00491 2.2108442 0.0987983 22.377 < 2e-16 ***
ORIGIN_SZG00493 -2.3134947 0.1701171 -13.599 < 2e-16 ***
ORIGIN_SZG00494 -0.2761075 0.1147574 -2.406 0.016128 *
ORIGIN_SZG00509 -0.0523746 0.1041344 -0.503 0.614998
ORIGIN_SZG00510 0.2159480 0.1015451 2.127 0.033452 *
ORIGIN_SZG00511 1.2437858 0.0990909 12.552 < 2e-16 ***
ORIGIN_SZG00512 3.7608843 0.0985768 38.152 < 2e-16 ***
ORIGIN_SZG00513 0.5486455 0.1013927 5.411 6.26e-08 ***
ORIGIN_SZG00514 0.1295602 0.1051511 1.232 0.217900
ORIGIN_SZG00515 -2.0533001 0.1690472 -12.146 < 2e-16 ***
ORIGIN_SZG00530 -0.9746118 0.1274556 -7.647 2.06e-14 ***
ORIGIN_SZG00531 0.3422133 0.1005590 3.403 0.000666 ***
ORIGIN_SZG00532 -0.0946312 0.1011590 -0.935 0.349546
ORIGIN_SZG00533 3.5384079 0.0985787 35.894 < 2e-16 ***
ORIGIN_SZG00534 3.9326679 0.0985896 39.889 < 2e-16 ***
ORIGIN_SZG00536 0.4378621 0.1016470 4.308 1.65e-05 ***
ORIGIN_SZG00537 -1.8844326 0.1690472 -11.147 < 2e-16 ***
ORIGIN_SZG00538 -2.1273983 0.2266623 -9.386 < 2e-16 ***
ORIGIN_SZG00539 -4.2485718 0.5856982 -7.254 4.05e-13 ***
ORIGIN_SZG00551 -0.9351515 0.1123207 -8.326 < 2e-16 ***
ORIGIN_SZG00552 0.8970585 0.1050493 8.539 < 2e-16 ***
ORIGIN_SZG00553 0.1045888 0.1003211 1.043 0.297161
ORIGIN_SZG00554 3.4772521 0.0985887 35.270 < 2e-16 ***
ORIGIN_SZG00555 2.9674464 0.0987521 30.049 < 2e-16 ***
ORIGIN_SZG00559 -1.2646573 0.1356638 -9.322 < 2e-16 ***
ORIGIN_SZG00560 0.6079378 0.1092986 5.562 2.66e-08 ***
ORIGIN_SZG00572 -3.1610321 0.2443540 -12.936 < 2e-16 ***
ORIGIN_SZG00573 -0.7495612 0.1077002 -6.960 3.41e-12 ***
ORIGIN_SZG00574 0.1205855 0.1049180 1.149 0.250419
ORIGIN_SZG00575 4.3763895 0.0985476 44.409 < 2e-16 ***
ORIGIN_SZG00576 3.0546885 0.0986399 30.968 < 2e-16 ***
ORIGIN_SZG00578 -1.8529244 0.1456136 -12.725 < 2e-16 ***
ORIGIN_SZG00582 -1.6466218 0.1451641 -11.343 < 2e-16 ***
ORIGIN_SZG00583 -2.4217921 0.2194777 -11.034 < 2e-16 ***
ORIGIN_SZG00584 0.7958300 0.1128687 7.051 1.78e-12 ***
ORIGIN_SZG00593 -0.5208120 0.1102450 -4.724 2.31e-06 ***
ORIGIN_SZG00594 0.3014449 0.1018543 2.960 0.003081 **
ORIGIN_SZG00595 -0.1263048 0.1004802 -1.257 0.208749
ORIGIN_SZG00596 2.8629130 0.0986134 29.032 < 2e-16 ***
ORIGIN_SZG00597 -0.3459160 0.1147581 -3.014 0.002576 **
ORIGIN_SZG00603 -1.3854333 0.1465394 -9.454 < 2e-16 ***
ORIGIN_SZG00604 -3.0222152 0.2848463 -10.610 < 2e-16 ***
ORIGIN_SZG00615 -1.0856496 0.1078515 -10.066 < 2e-16 ***
ORIGIN_SZG00616 -0.2088307 0.1027000 -2.033 0.042012 *
ORIGIN_SZG00617 0.5131028 0.1000371 5.129 2.91e-07 ***
ORIGIN_SZG00618 3.3695542 0.0985924 34.177 < 2e-16 ***
ORIGIN_SZG00620 0.1951332 0.1036961 1.882 0.059866 .
ORIGIN_SZG00637 -0.8678900 0.1060323 -8.185 2.72e-16 ***
ORIGIN_SZG00638 2.9474280 0.0986067 29.891 < 2e-16 ***
ORIGIN_SZG00657 0.8155259 0.0998306 8.169 3.11e-16 ***
ORIGIN_SZG00658 2.1465434 0.0987215 21.743 < 2e-16 ***
ORIGIN_SZG00659 2.5270756 0.0986657 25.612 < 2e-16 ***
ORIGIN_SZG00660 3.5888525 0.0985750 36.407 < 2e-16 ***
ORIGIN_SZG00662 3.0515088 0.0987742 30.894 < 2e-16 ***
ORIGIN_SZG00677 0.8403793 0.1010281 8.318 < 2e-16 ***
ORIGIN_SZG00678 -1.2391996 0.1077334 -11.502 < 2e-16 ***
ORIGIN_SZG00679 3.3610919 0.0985853 34.093 < 2e-16 ***
ORIGIN_SZG00680 3.4007522 0.0985850 34.496 < 2e-16 ***
ORIGIN_SZG00681 2.4499189 0.0988738 24.778 < 2e-16 ***
ORIGIN_SZG00699 0.3279788 0.1009441 3.249 0.001158 **
ORIGIN_SZG00700 2.2953596 0.0987040 23.255 < 2e-16 ***
ORIGIN_SZG00701 2.4281944 0.0987092 24.599 < 2e-16 ***
ORIGIN_SZG00702 3.3802798 0.0985820 34.289 < 2e-16 ***
ORIGIN_SZG00704 0.0431844 0.1035581 0.417 0.676674
ORIGIN_SZG00722 0.3144587 0.1001258 3.141 0.001686 **
ORIGIN_SZG00725 -0.6775842 0.1077176 -6.290 3.17e-10 ***
ORIGIN_SZG00741 0.8826865 0.0998550 8.840 < 2e-16 ***
ORIGIN_SZG00743 0.7159450 0.0992815 7.211 5.54e-13 ***
ORIGIN_SZG00744 2.8181739 0.0986206 28.576 < 2e-16 ***
ORIGIN_SZG00761 0.3289462 0.1021785 3.219 0.001285 **
ORIGIN_SZG00762 2.3354892 0.0987652 23.647 < 2e-16 ***
ORIGIN_SZG00763 -0.8695973 0.1023072 -8.500 < 2e-16 ***
ORIGIN_SZG00764 3.2621080 0.0985801 33.091 < 2e-16 ***
ORIGIN_SZG00765 2.2193091 0.0988533 22.451 < 2e-16 ***
ORIGIN_SZG00767 3.8170040 0.0985901 38.716 < 2e-16 ***
ORIGIN_SZG00772 -1.1735214 0.1220253 -9.617 < 2e-16 ***
ORIGIN_SZG00784 -0.6238492 0.1012713 -6.160 7.27e-10 ***
ORIGIN_SZG00785 2.4321853 0.0986159 24.663 < 2e-16 ***
ORIGIN_SZG00786 2.0399463 0.0987011 20.668 < 2e-16 ***
ORIGIN_SZG00787 2.5892125 0.0987792 26.212 < 2e-16 ***
ORIGIN_SZG00788 3.1334663 0.0986595 31.760 < 2e-16 ***
ORIGIN_SZG00789 1.6248133 0.0990662 16.401 < 2e-16 ***
ORIGIN_SZG00803 -1.0392948 0.1099283 -9.454 < 2e-16 ***
ORIGIN_SZG00804 3.2708910 0.0986054 33.172 < 2e-16 ***
ORIGIN_SZG00805 3.1276679 0.0985797 31.727 < 2e-16 ***
ORIGIN_SZG00806 2.6310470 0.0986148 26.680 < 2e-16 ***
ORIGIN_SZG00807 3.4206194 0.0986119 34.688 < 2e-16 ***
ORIGIN_SZG00808 1.8022594 0.0991146 18.184 < 2e-16 ***
ORIGIN_SZG00809 3.3667566 0.0985830 34.152 < 2e-16 ***
ORIGIN_SZG00810 2.7375104 0.0986747 27.743 < 2e-16 ***
ORIGIN_SZG00814 0.3244300 0.1022834 3.172 0.001515 **
ORIGIN_SZG00819 5.6077436 0.1000194 56.067 < 2e-16 ***
ORIGIN_SZG00824 -0.4406463 0.1057126 -4.168 3.07e-05 ***
ORIGIN_SZG00826 0.8251932 0.0990211 8.334 < 2e-16 ***
ORIGIN_SZG00827 2.8837900 0.0985949 29.249 < 2e-16 ***
ORIGIN_SZG00828 3.0088197 0.0985904 30.518 < 2e-16 ***
ORIGIN_SZG00829 3.0438010 0.0986232 30.863 < 2e-16 ***
ORIGIN_SZG00830 2.9728209 0.0986527 30.134 < 2e-16 ***
ORIGIN_SZG00831 3.8532922 0.0985648 39.094 < 2e-16 ***
ORIGIN_SZG00832 2.9830333 0.0987036 30.222 < 2e-16 ***
ORIGIN_SZG00835 0.0240618 0.1027685 0.234 0.814880
ORIGIN_SZG00844 -1.6384713 0.1255768 -13.048 < 2e-16 ***
ORIGIN_SZG00846 2.4121838 0.0986554 24.451 < 2e-16 ***
ORIGIN_SZG00847 1.2400511 0.0989169 12.536 < 2e-16 ***
ORIGIN_SZG00848 2.4664353 0.0986355 25.006 < 2e-16 ***
ORIGIN_SZG00849 1.5937907 0.0988245 16.127 < 2e-16 ***
ORIGIN_SZG00850 2.4518967 0.0986659 24.850 < 2e-16 ***
ORIGIN_SZG00851 2.8373608 0.0986080 28.774 < 2e-16 ***
ORIGIN_SZG00852 2.3542905 0.0987027 23.852 < 2e-16 ***
ORIGIN_SZG00853 4.2456062 0.0985886 43.064 < 2e-16 ***
ORIGIN_SZG00854 0.4196105 0.1018496 4.120 3.79e-05 ***
ORIGIN_SZG00855 -0.6639545 0.1076670 -6.167 6.97e-10 ***
ORIGIN_SZG00856 0.9999123 0.1001376 9.985 < 2e-16 ***
ORIGIN_SZG00866 -0.0525584 0.1035180 -0.508 0.611648
ORIGIN_SZG00867 1.1563924 0.0992214 11.655 < 2e-16 ***
ORIGIN_SZG00868 0.3208961 0.1000814 3.206 0.001344 **
ORIGIN_SZG00869 2.9563402 0.0986890 29.956 < 2e-16 ***
ORIGIN_SZG00870 3.5208317 0.0985657 35.721 < 2e-16 ***
ORIGIN_SZG00871 3.0473379 0.0986886 30.878 < 2e-16 ***
ORIGIN_SZG00872 1.0809683 0.0991083 10.907 < 2e-16 ***
ORIGIN_SZG00873 1.2304654 0.0990270 12.426 < 2e-16 ***
ORIGIN_SZG00874 1.6596574 0.0988438 16.791 < 2e-16 ***
ORIGIN_SZG00875 -1.4702961 0.1220258 -12.049 < 2e-16 ***
ORIGIN_SZG00876 -0.3531326 0.1034218 -3.414 0.000639 ***
ORIGIN_SZG00877 -0.9191672 0.1063434 -8.643 < 2e-16 ***
ORIGIN_SZG00887 0.8982656 0.0994157 9.035 < 2e-16 ***
ORIGIN_SZG00888 2.1603798 0.0987533 21.877 < 2e-16 ***
ORIGIN_SZG00889 -0.8997383 0.1041724 -8.637 < 2e-16 ***
ORIGIN_SZG00890 3.0617469 0.0985883 31.056 < 2e-16 ***
ORIGIN_SZG00891 1.7686934 0.0991472 17.839 < 2e-16 ***
ORIGIN_SZG00893 2.8960794 0.0985987 29.372 < 2e-16 ***
ORIGIN_SZG00894 1.0465250 0.0991114 10.559 < 2e-16 ***
ORIGIN_SZG00895 0.7396549 0.0996671 7.421 1.16e-13 ***
ORIGIN_SZG00896 0.2320103 0.1017131 2.281 0.022547 *
ORIGIN_SZG00897 -1.6491456 0.1174333 -14.043 < 2e-16 ***
ORIGIN_SZG00898 0.1818752 0.1027129 1.771 0.076608 .
ORIGIN_SZG00908 2.0466038 0.0992259 20.626 < 2e-16 ***
ORIGIN_SZG00909 2.2386205 0.0986762 22.687 < 2e-16 ***
ORIGIN_SZG00910 0.1847544 0.0999951 1.848 0.064655 .
ORIGIN_SZG00911 1.4967749 0.0988890 15.136 < 2e-16 ***
ORIGIN_SZG00912 2.7550464 0.0986107 27.939 < 2e-16 ***
ORIGIN_SZG00915 2.7802606 0.0986115 28.194 < 2e-16 ***
ORIGIN_SZG00917 2.3136562 0.0987798 23.422 < 2e-16 ***
ORIGIN_SZG00918 -0.7840305 0.1049257 -7.472 7.88e-14 ***
ORIGIN_SZG00919 1.7592021 0.0989170 17.785 < 2e-16 ***
ORIGIN_SZG00928 1.3022866 0.0994091 13.100 < 2e-16 ***
ORIGIN_SZG00929 2.6513523 0.0986202 26.884 < 2e-16 ***
ORIGIN_SZG00930 3.3634073 0.0985660 34.123 < 2e-16 ***
ORIGIN_SZG00931 0.3649717 0.0998934 3.654 0.000259 ***
ORIGIN_SZG00932 0.8799752 0.1000332 8.797 < 2e-16 ***
ORIGIN_SZG00933 2.5572154 0.0986712 25.917 < 2e-16 ***
ORIGIN_SZG00934 0.1226611 0.0999906 1.227 0.219925
ORIGIN_SZG00935 3.6762092 0.0985659 37.297 < 2e-16 ***
ORIGIN_SZG00938 -2.8340074 0.2348690 -12.066 < 2e-16 ***
ORIGIN_SZG00939 3.7204017 0.0985871 37.737 < 2e-16 ***
ORIGIN_SZG00940 -1.1537774 0.1155219 -9.988 < 2e-16 ***
ORIGIN_SZG00949 1.0959347 0.0993102 11.035 < 2e-16 ***
ORIGIN_SZG00950 3.0465950 0.0986326 30.888 < 2e-16 ***
ORIGIN_SZG00951 3.8474969 0.0985559 39.039 < 2e-16 ***
ORIGIN_SZG00952 0.7796952 0.1006964 7.743 9.71e-15 ***
ORIGIN_SZG00953 1.6823505 0.0989523 17.002 < 2e-16 ***
ORIGIN_SZG00954 0.1808595 0.0998934 1.811 0.070215 .
ORIGIN_SZG00955 2.3544732 0.0986725 23.861 < 2e-16 ***
ORIGIN_SZG00956 0.7524202 0.0991606 7.588 3.25e-14 ***
ORIGIN_SZG00957 2.6809235 0.0986718 27.170 < 2e-16 ***
ORIGIN_SZG00959 -0.3740811 0.1097516 -3.408 0.000653 ***
ORIGIN_SZG00961 -0.5956573 0.1029122 -5.788 7.12e-09 ***
ORIGIN_SZG00962 5.6560672 0.0986050 57.361 < 2e-16 ***
ORIGIN_SZG00970 1.5883231 0.0988266 16.072 < 2e-16 ***
ORIGIN_SZG00971 2.8177998 0.0985896 28.581 < 2e-16 ***
ORIGIN_SZG00972 2.5918509 0.0986275 26.279 < 2e-16 ***
ORIGIN_SZG00974 1.9403966 0.0987798 19.644 < 2e-16 ***
ORIGIN_SZG00975 1.4843049 0.0989033 15.008 < 2e-16 ***
ORIGIN_SZG00976 0.1313480 0.0999117 1.315 0.188631
ORIGIN_SZG00977 3.1859555 0.0985870 32.316 < 2e-16 ***
ORIGIN_SZG00978 2.7743808 0.0987515 28.095 < 2e-16 ***
ORIGIN_SZG00982 0.6987691 0.0995391 7.020 2.22e-12 ***
ORIGIN_SZG00983 4.8174149 0.0985823 48.867 < 2e-16 ***
ORIGIN_SZG00984 5.6783103 0.0985830 57.599 < 2e-16 ***
ORIGIN_SZG00991 1.4866797 0.0989013 15.032 < 2e-16 ***
ORIGIN_SZG00992 1.8949718 0.0987469 19.190 < 2e-16 ***
ORIGIN_SZG00993 1.5409587 0.0987841 15.599 < 2e-16 ***
ORIGIN_SZG00994 0.9639362 0.0991025 9.727 < 2e-16 ***
ORIGIN_SZG00995 2.3332084 0.0986682 23.647 < 2e-16 ***
ORIGIN_SZG00996 1.8648116 0.0987936 18.876 < 2e-16 ***
ORIGIN_SZG00997 0.2665222 0.1027188 2.595 0.009468 **
ORIGIN_SZG00998 3.3072270 0.0985927 33.544 < 2e-16 ***
ORIGIN_SZG00999 3.1567928 0.0986606 31.996 < 2e-16 ***
ORIGIN_SZG01001 0.6256830 0.1014787 6.166 7.02e-10 ***
ORIGIN_SZG01003 3.2586996 0.0986046 33.048 < 2e-16 ***
ORIGIN_SZG01004 4.1856745 0.0985651 42.466 < 2e-16 ***
ORIGIN_SZG01011 -0.0184352 0.1030088 -0.179 0.857963
ORIGIN_SZG01012 -0.3915367 0.1035144 -3.782 0.000155 ***
ORIGIN_SZG01013 0.3447859 0.0997745 3.456 0.000549 ***
ORIGIN_SZG01014 0.9883361 0.0990807 9.975 < 2e-16 ***
ORIGIN_SZG01015 0.2932756 0.0997758 2.939 0.003289 **
ORIGIN_SZG01016 1.8804879 0.0987666 19.040 < 2e-16 ***
ORIGIN_SZG01018 2.2349929 0.0989896 22.578 < 2e-16 ***
ORIGIN_SZG01019 3.6295183 0.0986227 36.802 < 2e-16 ***
ORIGIN_SZG01023 2.1927365 0.0989436 22.161 < 2e-16 ***
ORIGIN_SZG01024 3.2816597 0.0986122 33.278 < 2e-16 ***
ORIGIN_SZG01025 -1.1435899 0.1100849 -10.388 < 2e-16 ***
ORIGIN_SZG01033 1.0125422 0.0991327 10.214 < 2e-16 ***
ORIGIN_SZG01034 1.7656379 0.0987705 17.876 < 2e-16 ***
ORIGIN_SZG01035 2.3536366 0.0986621 23.856 < 2e-16 ***
ORIGIN_SZG01036 0.4378116 0.0994787 4.401 1.08e-05 ***
ORIGIN_SZG01037 1.6642202 0.0987581 16.851 < 2e-16 ***
ORIGIN_SZG01043 0.6067568 0.1015520 5.975 2.30e-09 ***
ORIGIN_SZG01045 2.9604194 0.0986148 30.020 < 2e-16 ***
ORIGIN_SZG01046 2.9796340 0.0986382 30.208 < 2e-16 ***
ORIGIN_SZG01053 2.2963038 0.0986787 23.271 < 2e-16 ***
ORIGIN_SZG01054 1.5210663 0.0988167 15.393 < 2e-16 ***
ORIGIN_SZG01055 2.3931564 0.0986504 24.259 < 2e-16 ***
ORIGIN_SZG01056 1.2784186 0.0989355 12.922 < 2e-16 ***
ORIGIN_SZG01064 -2.2518913 0.2687172 -8.380 < 2e-16 ***
ORIGIN_SZG01066 2.8699685 0.0986401 29.095 < 2e-16 ***
ORIGIN_SZG01067 2.9400662 0.0987298 29.779 < 2e-16 ***
ORIGIN_SZG01074 1.8633612 0.0987990 18.860 < 2e-16 ***
ORIGIN_SZG01075 1.2586332 0.0990200 12.711 < 2e-16 ***
ORIGIN_SZG01076 1.0671874 0.0988879 10.792 < 2e-16 ***
ORIGIN_SZG01077 1.1344656 0.0990247 11.456 < 2e-16 ***
ORIGIN_SZG01079 2.5689486 0.0986441 26.043 < 2e-16 ***
ORIGIN_SZG01085 -2.0087596 0.1723630 -11.654 < 2e-16 ***
ORIGIN_SZG01087 2.8195870 0.0986833 28.572 < 2e-16 ***
ORIGIN_SZG01088 1.3794410 0.0992150 13.904 < 2e-16 ***
ORIGIN_SZG01094 -0.1158510 0.1077009 -1.076 0.282073
ORIGIN_SZG01095 -0.4605720 0.1038265 -4.436 9.17e-06 ***
ORIGIN_SZG01096 0.9203006 0.1005690 9.151 < 2e-16 ***
ORIGIN_SZG01097 2.8924972 0.0985889 29.339 < 2e-16 ***
ORIGIN_SZG01098 0.2330852 0.1001356 2.328 0.019928 *
ORIGIN_SZG01099 1.8657796 0.0987453 18.895 < 2e-16 ***
ORIGIN_SZG01105 -0.4143969 0.1159926 -3.573 0.000353 ***
ORIGIN_SZG01106 -1.4094989 0.1345820 -10.473 < 2e-16 ***
ORIGIN_SZG01107 0.4710577 0.1022529 4.607 4.09e-06 ***
ORIGIN_SZG01108 4.4262339 0.0985506 44.913 < 2e-16 ***
ORIGIN_SZG01109 2.0628420 0.0990327 20.830 < 2e-16 ***
ORIGIN_SZG01116 1.6566849 0.0988707 16.756 < 2e-16 ***
ORIGIN_SZG01117 -0.0803579 0.1000330 -0.803 0.421794
ORIGIN_SZG01118 -0.0222937 0.1003327 -0.222 0.824160
ORIGIN_SZG01119 1.0248339 0.0989858 10.353 < 2e-16 ***
ORIGIN_SZG01120 0.8653630 0.0993741 8.708 < 2e-16 ***
ORIGIN_SZG01129 3.2194347 0.0986274 32.642 < 2e-16 ***
ORIGIN_SZG01130 3.4150066 0.0985955 34.637 < 2e-16 ***
ORIGIN_SZG01131 2.1927036 0.0990214 22.144 < 2e-16 ***
ORIGIN_SZG01136 0.4235707 0.0996821 4.249 2.15e-05 ***
ORIGIN_SZG01138 -0.5945014 0.1025514 -5.797 6.75e-09 ***
ORIGIN_SZG01139 2.0687490 0.0986523 20.970 < 2e-16 ***
ORIGIN_SZG01141 2.0475367 0.0987148 20.742 < 2e-16 ***
ORIGIN_SZG01148 -0.2235781 0.1112139 -2.010 0.044395 *
ORIGIN_SZG01149 1.1235017 0.0999992 11.235 < 2e-16 ***
ORIGIN_SZG01150 3.5041970 0.0985838 35.545 < 2e-16 ***
ORIGIN_SZG01151 2.5374931 0.0987231 25.703 < 2e-16 ***
ORIGIN_SZG01158 0.7918681 0.0991277 7.988 1.37e-15 ***
ORIGIN_SZG01159 1.9050874 0.0986824 19.305 < 2e-16 ***
ORIGIN_SZG01160 2.7816737 0.0985924 28.214 < 2e-16 ***
ORIGIN_SZG01171 3.6769088 0.0985936 37.294 < 2e-16 ***
ORIGIN_SZG01172 3.6143927 0.0985888 36.661 < 2e-16 ***
ORIGIN_SZG01173 1.2776853 0.0992806 12.869 < 2e-16 ***
ORIGIN_SZG01174 -2.7526334 0.2848473 -9.664 < 2e-16 ***
ORIGIN_SZG01178 0.8671370 0.0990541 8.754 < 2e-16 ***
ORIGIN_SZG01179 1.5329500 0.0987553 15.523 < 2e-16 ***
ORIGIN_SZG01180 2.4129985 0.0986151 24.469 < 2e-16 ***
ORIGIN_SZG01181 1.5820274 0.0987356 16.023 < 2e-16 ***
ORIGIN_SZG01183 0.7940154 0.0992030 8.004 1.20e-15 ***
ORIGIN_SZG01190 -0.0180218 0.1095320 -0.165 0.869310
ORIGIN_SZG01192 2.8066081 0.0987089 28.433 < 2e-16 ***
ORIGIN_SZG01193 2.8020976 0.0986528 28.404 < 2e-16 ***
ORIGIN_SZG01194 1.1165580 0.0994814 11.224 < 2e-16 ***
ORIGIN_SZG01200 1.7914932 0.0987432 18.143 < 2e-16 ***
ORIGIN_SZG01201 1.4734755 0.0987734 14.918 < 2e-16 ***
ORIGIN_SZG01203 2.0058464 0.0986967 20.323 < 2e-16 ***
ORIGIN_SZG01204 1.8206764 0.0987554 18.436 < 2e-16 ***
ORIGIN_SZG01211 -0.6983626 0.1328366 -5.257 1.46e-07 ***
ORIGIN_SZG01214 3.3816934 0.0986034 34.296 < 2e-16 ***
ORIGIN_SZG01215 0.2569149 0.1062024 2.419 0.015559 *
ORIGIN_SZG01216 -0.5902167 0.1064531 -5.544 2.95e-08 ***
ORIGIN_SZG01220 2.7078705 0.0986072 27.461 < 2e-16 ***
ORIGIN_SZG01221 2.2521748 0.0986268 22.835 < 2e-16 ***
ORIGIN_SZG01222 1.8833317 0.0989895 19.026 < 2e-16 ***
ORIGIN_SZG01223 0.0230448 0.0999178 0.231 0.817597
ORIGIN_SZG01224 0.8451977 0.0990813 8.530 < 2e-16 ***
ORIGIN_SZG01231 -2.8286611 0.2131277 -13.272 < 2e-16 ***
ORIGIN_SZG01232 -1.1420074 0.1490268 -7.663 1.81e-14 ***
ORIGIN_SZG01235 0.8710855 0.0994612 8.758 < 2e-16 ***
ORIGIN_SZG01236 1.2450520 0.0994490 12.520 < 2e-16 ***
ORIGIN_SZG01241 0.9267889 0.0990261 9.359 < 2e-16 ***
ORIGIN_SZG01242 1.6382863 0.0987540 16.590 < 2e-16 ***
ORIGIN_SZG01243 2.0943279 0.0986427 21.231 < 2e-16 ***
ORIGIN_SZG01246 1.0587292 0.0989405 10.701 < 2e-16 ***
ORIGIN_SZG01256 2.1968483 0.0987918 22.237 < 2e-16 ***
ORIGIN_SZG01257 3.0823778 0.0986519 31.245 < 2e-16 ***
ORIGIN_SZG01258 1.1478600 0.0995587 11.529 < 2e-16 ***
ORIGIN_SZG01262 1.3440999 0.0988607 13.596 < 2e-16 ***
ORIGIN_SZG01263 1.8676237 0.0986611 18.930 < 2e-16 ***
ORIGIN_SZG01264 0.7628836 0.0992161 7.689 1.48e-14 ***
ORIGIN_SZG01265 0.3710448 0.0994955 3.729 0.000192 ***
ORIGIN_SZG01266 1.7028110 0.0988221 17.231 < 2e-16 ***
ORIGIN_SZG01267 -0.2751902 0.1020623 -2.696 0.007012 **
ORIGIN_SZG01272 -2.4774136 0.1517969 -16.321 < 2e-16 ***
ORIGIN_SZG01273 1.3883967 0.0992312 13.992 < 2e-16 ***
ORIGIN_SZG01277 3.1833245 0.0986018 32.285 < 2e-16 ***
ORIGIN_SZG01278 0.8403913 0.0994635 8.449 < 2e-16 ***
ORIGIN_SZG01283 2.9816065 0.0985962 30.241 < 2e-16 ***
ORIGIN_SZG01284 2.2274318 0.0986383 22.582 < 2e-16 ***
ORIGIN_SZG01285 2.9287903 0.0985820 29.709 < 2e-16 ***
ORIGIN_SZG01286 1.1058675 0.0990299 11.167 < 2e-16 ***
ORIGIN_SZG01289 -0.9662436 0.1087343 -8.886 < 2e-16 ***
ORIGIN_SZG01293 -1.8655380 0.1328360 -14.044 < 2e-16 ***
ORIGIN_SZG01294 2.8884977 0.0986997 29.266 < 2e-16 ***
ORIGIN_SZG01295 0.4716078 0.1006419 4.686 2.79e-06 ***
ORIGIN_SZG01298 2.1031540 0.0987534 21.297 < 2e-16 ***
ORIGIN_SZG01299 2.6869201 0.0987067 27.221 < 2e-16 ***
ORIGIN_SZG01304 2.8607572 0.0985977 29.014 < 2e-16 ***
ORIGIN_SZG01305 2.2520111 0.0986113 22.837 < 2e-16 ***
ORIGIN_SZG01307 -1.3454704 0.1054413 -12.760 < 2e-16 ***
ORIGIN_SZG01308 1.8743554 0.0987122 18.988 < 2e-16 ***
ORIGIN_SZG01310 -2.6061286 0.1632734 -15.962 < 2e-16 ***
ORIGIN_SZG01316 -0.5633870 0.1039380 -5.420 5.95e-08 ***
ORIGIN_SZG01317 1.2835437 0.0991527 12.945 < 2e-16 ***
ORIGIN_SZG01318 0.6932792 0.0996928 6.954 3.55e-12 ***
ORIGIN_SZG01319 3.4038851 0.0985949 34.524 < 2e-16 ***
ORIGIN_SZG01320 2.0446124 0.0989143 20.671 < 2e-16 ***
ORIGIN_SZG01325 0.4931718 0.0992786 4.968 6.78e-07 ***
ORIGIN_SZG01326 2.4283538 0.0986087 24.626 < 2e-16 ***
ORIGIN_SZG01327 2.1415302 0.0986263 21.714 < 2e-16 ***
ORIGIN_SZG01328 0.7059040 0.0989679 7.133 9.84e-13 ***
ORIGIN_SZG01329 1.0088862 0.0991940 10.171 < 2e-16 ***
ORIGIN_SZG01330 1.7947869 0.0988498 18.157 < 2e-16 ***
ORIGIN_SZG01331 -2.9081053 0.3172037 -9.168 < 2e-16 ***
ORIGIN_SZG01333 0.8686993 0.0992631 8.751 < 2e-16 ***
ORIGIN_SZG01334 1.2209334 0.0991516 12.314 < 2e-16 ***
ORIGIN_SZG01335 0.6903945 0.0998833 6.912 4.78e-12 ***
ORIGIN_SZG01336 -1.7592464 0.1456133 -12.082 < 2e-16 ***
ORIGIN_SZG01337 -1.1993492 0.1099031 -10.913 < 2e-16 ***
ORIGIN_SZG01338 -2.3351290 0.1277955 -18.272 < 2e-16 ***
ORIGIN_SZG01339 3.3530912 0.0985900 34.010 < 2e-16 ***
ORIGIN_SZG01340 1.7267808 0.0989145 17.457 < 2e-16 ***
ORIGIN_SZG01341 -3.0475378 0.7139394 -4.269 1.97e-05 ***
ORIGIN_SZG01346 2.0329006 0.0987123 20.594 < 2e-16 ***
ORIGIN_SZG01347 2.9264517 0.0985832 29.685 < 2e-16 ***
ORIGIN_SZG01348 1.2615736 0.0987196 12.779 < 2e-16 ***
ORIGIN_SZG01349 1.0939149 0.0988523 11.066 < 2e-16 ***
ORIGIN_SZG01350 1.2343011 0.0991382 12.450 < 2e-16 ***
ORIGIN_SZG01353 1.3063015 0.0988745 13.212 < 2e-16 ***
ORIGIN_SZG01354 0.8079529 0.0992506 8.141 3.94e-16 ***
ORIGIN_SZG01355 1.6398635 0.0988707 16.586 < 2e-16 ***
ORIGIN_SZG01357 0.6989378 0.1002741 6.970 3.16e-12 ***
ORIGIN_SZG01358 2.0319639 0.0987822 20.570 < 2e-16 ***
ORIGIN_SZG01359 2.5200944 0.0986555 25.544 < 2e-16 ***
ORIGIN_SZG01360 2.6184699 0.0986629 26.540 < 2e-16 ***
ORIGIN_SZG01361 3.5439234 0.0986005 35.942 < 2e-16 ***
ORIGIN_SZG01362 -0.4534847 0.1083772 -4.184 2.86e-05 ***
ORIGIN_SZG01368 0.8816806 0.0988803 8.917 < 2e-16 ***
ORIGIN_SZG01369 0.7050184 0.0988977 7.129 1.01e-12 ***
ORIGIN_SZG01370 1.8189346 0.0986506 18.438 < 2e-16 ***
ORIGIN_SZG01371 1.1388170 0.0990107 11.502 < 2e-16 ***
ORIGIN_SZG01372 0.5726926 0.0993813 5.763 8.28e-09 ***
ORIGIN_SZG01373 -1.3220104 0.1089228 -12.137 < 2e-16 ***
ORIGIN_SZG01374 0.3996576 0.0992635 4.026 5.67e-05 ***
ORIGIN_SZG01375 1.9795608 0.0988151 20.033 < 2e-16 ***
ORIGIN_SZG01376 1.3555848 0.0992826 13.654 < 2e-16 ***
ORIGIN_SZG01379 -0.2208803 0.1043273 -2.117 0.034244 *
ORIGIN_SZG01380 3.6041456 0.0985698 36.564 < 2e-16 ***
ORIGIN_SZG01381 3.2242699 0.0985915 32.703 < 2e-16 ***
ORIGIN_SZG01382 2.6770547 0.0987178 27.118 < 2e-16 ***
ORIGIN_SZG01383 0.1255277 0.1014022 1.238 0.215746
ORIGIN_SZG01388 1.3733469 0.0987369 13.909 < 2e-16 ***
ORIGIN_SZG01389 0.5178624 0.0989190 5.235 1.65e-07 ***
ORIGIN_SZG01390 1.1743722 0.0987493 11.892 < 2e-16 ***
ORIGIN_SZG01391 0.9812452 0.0988710 9.924 < 2e-16 ***
ORIGIN_SZG01392 0.7178822 0.0997730 7.195 6.24e-13 ***
ORIGIN_SZG01393 0.0099458 0.0996388 0.100 0.920488
ORIGIN_SZG01394 1.2515686 0.0988029 12.667 < 2e-16 ***
ORIGIN_SZG01395 1.3336458 0.0987907 13.500 < 2e-16 ***
ORIGIN_SZG01396 2.4022355 0.0986498 24.351 < 2e-16 ***
ORIGIN_SZG01397 2.4757859 0.0986568 25.095 < 2e-16 ***
ORIGIN_SZG01398 1.4829646 0.0991167 14.962 < 2e-16 ***
ORIGIN_SZG01400 2.7574362 0.0987314 27.929 < 2e-16 ***
ORIGIN_SZG01401 2.9557760 0.0985993 29.978 < 2e-16 ***
ORIGIN_SZG01402 3.1018421 0.0986151 31.454 < 2e-16 ***
ORIGIN_SZG01404 2.6204550 0.0996418 26.299 < 2e-16 ***
ORIGIN_SZG01410 1.9134950 0.0986227 19.402 < 2e-16 ***
ORIGIN_SZG01411 0.7548003 0.0988447 7.636 2.24e-14 ***
ORIGIN_SZG01412 1.1368553 0.0987225 11.516 < 2e-16 ***
ORIGIN_SZG01413 2.1072134 0.0986385 21.363 < 2e-16 ***
ORIGIN_SZG01414 1.4606339 0.0987245 14.795 < 2e-16 ***
ORIGIN_SZG01415 0.8838966 0.0989491 8.933 < 2e-16 ***
ORIGIN_SZG01416 1.5392231 0.0987684 15.584 < 2e-16 ***
ORIGIN_SZG01417 1.6108252 0.0987300 16.315 < 2e-16 ***
ORIGIN_SZG01418 2.4832699 0.0986388 25.175 < 2e-16 ***
ORIGIN_SZG01419 1.9829833 0.0987355 20.084 < 2e-16 ***
ORIGIN_SZG01422 2.9634562 0.0986446 30.042 < 2e-16 ***
ORIGIN_SZG01423 3.9370846 0.0985770 39.939 < 2e-16 ***
ORIGIN_SZG01430 1.5509393 0.0986965 15.714 < 2e-16 ***
ORIGIN_SZG01431 1.5734526 0.0986430 15.951 < 2e-16 ***
ORIGIN_SZG01432 1.6274808 0.0986398 16.499 < 2e-16 ***
ORIGIN_SZG01433 0.2788379 0.0997829 2.794 0.005199 **
ORIGIN_SZG01434 1.8955323 0.0986690 19.211 < 2e-16 ***
ORIGIN_SZG01435 2.4024823 0.0986046 24.365 < 2e-16 ***
ORIGIN_SZG01436 -0.6352188 0.1009400 -6.293 3.11e-10 ***
ORIGIN_SZG01437 2.5274114 0.0986161 25.629 < 2e-16 ***
ORIGIN_SZG01438 2.9575114 0.0985787 30.002 < 2e-16 ***
ORIGIN_SZG01439 3.5624228 0.0985654 36.143 < 2e-16 ***
ORIGIN_SZG01440 -0.0570241 0.1005494 -0.567 0.570629
ORIGIN_SZG01442 2.5960536 0.0987364 26.293 < 2e-16 ***
ORIGIN_SZG01443 3.6527905 0.0985876 37.051 < 2e-16 ***
ORIGIN_SZG01444 2.8608763 0.0987867 28.960 < 2e-16 ***
ORIGIN_SZG01452 0.6909791 0.0988150 6.993 2.70e-12 ***
ORIGIN_SZG01453 0.8829389 0.0987978 8.937 < 2e-16 ***
ORIGIN_SZG01454 -0.1313441 0.1001693 -1.311 0.189783
ORIGIN_SZG01455 1.2142161 0.0988506 12.283 < 2e-16 ***
ORIGIN_SZG01456 1.8391694 0.0986963 18.635 < 2e-16 ***
ORIGIN_SZG01457 2.6413448 0.0986056 26.787 < 2e-16 ***
ORIGIN_SZG01458 2.7766351 0.0985904 28.163 < 2e-16 ***
ORIGIN_SZG01459 2.4105863 0.0986274 24.441 < 2e-16 ***
ORIGIN_SZG01460 1.7298174 0.0987167 17.523 < 2e-16 ***
ORIGIN_SZG01461 0.3643706 0.0999072 3.647 0.000265 ***
ORIGIN_SZG01464 3.9055692 0.0985803 39.618 < 2e-16 ***
ORIGIN_SZG01465 3.5408225 0.0986283 35.901 < 2e-16 ***
ORIGIN_SZG01472 -0.8294316 0.1003121 -8.269 < 2e-16 ***
ORIGIN_SZG01473 0.2377318 0.0989934 2.401 0.016328 *
ORIGIN_SZG01474 1.3326051 0.0986644 13.506 < 2e-16 ***
ORIGIN_SZG01475 2.3344052 0.0986077 23.674 < 2e-16 ***
ORIGIN_SZG01476 1.8091549 0.0987123 18.328 < 2e-16 ***
ORIGIN_SZG01477 3.2335016 0.0985613 32.807 < 2e-16 ***
ORIGIN_SZG01478 1.5979743 0.0987165 16.188 < 2e-16 ***
ORIGIN_SZG01479 1.8325096 0.0986824 18.570 < 2e-16 ***
ORIGIN_SZG01480 3.5634548 0.0985585 36.156 < 2e-16 ***
ORIGIN_SZG01481 1.1784149 0.0990167 11.901 < 2e-16 ***
ORIGIN_SZG01482 1.0758077 0.0993096 10.833 < 2e-16 ***
ORIGIN_SZG01485 3.2917161 0.0986343 33.373 < 2e-16 ***
ORIGIN_SZG01494 0.4381466 0.0991953 4.417 1.00e-05 ***
ORIGIN_SZG01495 0.6412599 0.0988228 6.489 8.64e-11 ***
ORIGIN_SZG01496 1.7643887 0.0986256 17.890 < 2e-16 ***
ORIGIN_SZG01497 2.0881287 0.0986508 21.167 < 2e-16 ***
ORIGIN_SZG01498 2.5993025 0.0986024 26.361 < 2e-16 ***
ORIGIN_SZG01499 2.7952436 0.0985850 28.354 < 2e-16 ***
ORIGIN_SZG01500 2.7009520 0.0986578 27.377 < 2e-16 ***
ORIGIN_SZG01501 2.9105382 0.0985868 29.523 < 2e-16 ***
ORIGIN_SZG01502 2.5758293 0.0986241 26.118 < 2e-16 ***
ORIGIN_SZG01506 -1.7113974 0.1465399 -11.679 < 2e-16 ***
ORIGIN_SZG01515 -0.5389886 0.1007489 -5.350 8.80e-08 ***
ORIGIN_SZG01516 1.0808451 0.0987332 10.947 < 2e-16 ***
ORIGIN_SZG01517 1.3330615 0.0987455 13.500 < 2e-16 ***
ORIGIN_SZG01518 1.5662683 0.0987803 15.856 < 2e-16 ***
ORIGIN_SZG01519 2.9562900 0.0986316 29.973 < 2e-16 ***
ORIGIN_SZG01520 2.2763660 0.0986366 23.078 < 2e-16 ***
ORIGIN_SZG01521 0.7855944 0.0991119 7.926 2.26e-15 ***
ORIGIN_SZG01522 3.1963661 0.0985784 32.425 < 2e-16 ***
ORIGIN_SZG01523 1.4883791 0.0996264 14.940 < 2e-16 ***
ORIGIN_SZG01524 1.7890898 0.0989316 18.084 < 2e-16 ***
ORIGIN_SZG01527 1.2342992 0.0997814 12.370 < 2e-16 ***
ORIGIN_SZG01535 -1.8144260 0.1220273 -14.869 < 2e-16 ***
ORIGIN_SZG01536 -1.3918634 0.1036301 -13.431 < 2e-16 ***
ORIGIN_SZG01537 -0.2827786 0.0997310 -2.835 0.004577 **
ORIGIN_SZG01538 1.2831171 0.0986990 13.000 < 2e-16 ***
ORIGIN_SZG01539 1.7670513 0.0986441 17.913 < 2e-16 ***
ORIGIN_SZG01540 2.4833099 0.0986103 25.183 < 2e-16 ***
ORIGIN_SZG01541 3.7649582 0.0986283 38.173 < 2e-16 ***
ORIGIN_SZG01542 0.7694616 0.0995117 7.732 1.06e-14 ***
ORIGIN_SZG01543 1.2176195 0.1004305 12.124 < 2e-16 ***
ORIGIN_SZG01544 2.4456875 0.0987191 24.774 < 2e-16 ***
ORIGIN_SZG01547 -1.3755563 0.1141062 -12.055 < 2e-16 ***
ORIGIN_SZG01556 -0.8292616 0.1119553 -7.407 1.29e-13 ***
ORIGIN_SZG01557 -1.2121652 0.1032123 -11.744 < 2e-16 ***
ORIGIN_SZG01558 0.1533826 0.1000718 1.533 0.125344
ORIGIN_SZG01559 1.9507255 0.0986281 19.779 < 2e-16 ***
ORIGIN_SZG01560 2.8382821 0.0985817 28.791 < 2e-16 ***
ORIGIN_SZG01561 2.8661361 0.0986186 29.063 < 2e-16 ***
ORIGIN_SZG01562 -0.1691605 0.1002994 -1.687 0.091689 .
ORIGIN_SZG01563 1.5239550 0.0987663 15.430 < 2e-16 ***
ORIGIN_SZG01564 0.7222115 0.0993200 7.272 3.55e-13 ***
ORIGIN_SZG01565 0.7307569 0.0994031 7.351 1.96e-13 ***
ORIGIN_SZG01566 0.2639581 0.1003472 2.630 0.008527 **
ORIGIN_SZG01567 -1.7132068 0.1247277 -13.736 < 2e-16 ***
ORIGIN_SZG01568 -1.2987466 0.1155219 -11.242 < 2e-16 ***
ORIGIN_SZG01578 -3.3875391 0.7139393 -4.745 2.09e-06 ***
ORIGIN_SZG01580 0.5565681 0.0996150 5.587 2.31e-08 ***
ORIGIN_SZG01581 -0.7839956 0.1004385 -7.806 5.92e-15 ***
ORIGIN_SZG01582 2.5740110 0.0985889 26.109 < 2e-16 ***
ORIGIN_SZG01583 1.1138890 0.1004549 11.088 < 2e-16 ***
ORIGIN_SZG01584 1.2149869 0.0989935 12.273 < 2e-16 ***
ORIGIN_SZG01585 1.6425420 0.0988926 16.609 < 2e-16 ***
ORIGIN_SZG01586 0.7842020 0.0992390 7.902 2.74e-15 ***
ORIGIN_SZG01589 -0.9636490 0.1059657 -9.094 < 2e-16 ***
ORIGIN_SZG01590 -1.0961084 0.1140585 -9.610 < 2e-16 ***
ORIGIN_SZG01600 2.3526953 0.0989308 23.781 < 2e-16 ***
ORIGIN_SZG01601 1.0640274 0.0987758 10.772 < 2e-16 ***
ORIGIN_SZG01602 1.9557417 0.0986881 19.817 < 2e-16 ***
ORIGIN_SZG01603 2.8412611 0.0985908 28.819 < 2e-16 ***
ORIGIN_SZG01604 1.2924845 0.0987981 13.082 < 2e-16 ***
ORIGIN_SZG01605 2.6130067 0.0986030 26.500 < 2e-16 ***
ORIGIN_SZG01606 2.3065692 0.0989057 23.321 < 2e-16 ***
ORIGIN_SZG01607 1.2987025 0.0989354 13.127 < 2e-16 ***
ORIGIN_SZG01608 2.9801754 0.0986102 30.222 < 2e-16 ***
ORIGIN_SZG01609 2.7159853 0.0986601 27.529 < 2e-16 ***
ORIGIN_SZG01610 -0.9050269 0.1151310 -7.861 3.82e-15 ***
ORIGIN_SZG01622 1.0700314 0.1004721 10.650 < 2e-16 ***
ORIGIN_SZG01623 2.4471913 0.0985958 24.820 < 2e-16 ***
ORIGIN_SZG01624 1.3063600 0.0988288 13.218 < 2e-16 ***
ORIGIN_SZG01625 2.6397472 0.0986161 26.768 < 2e-16 ***
ORIGIN_SZG01626 3.1778421 0.0985714 32.239 < 2e-16 ***
ORIGIN_SZG01627 1.6173223 0.0987456 16.379 < 2e-16 ***
ORIGIN_SZG01628 3.3154660 0.0985751 33.634 < 2e-16 ***
ORIGIN_SZG01629 2.1190150 0.0987376 21.461 < 2e-16 ***
ORIGIN_SZG01630 2.0136973 0.0987994 20.382 < 2e-16 ***
ORIGIN_SZG01631 -1.5536950 0.1147051 -13.545 < 2e-16 ***
ORIGIN_SZG01642 0.0178477 0.1021555 0.175 0.861307
ORIGIN_SZG01643 2.2998569 0.0986101 23.323 < 2e-16 ***
ORIGIN_SZG01644 0.3406028 0.0997710 3.414 0.000641 ***
ORIGIN_SZG01645 1.8579838 0.0986885 18.827 < 2e-16 ***
ORIGIN_SZG01646 1.6650477 0.0988668 16.841 < 2e-16 ***
ORIGIN_SZG01647 1.9191537 0.0986678 19.451 < 2e-16 ***
ORIGIN_SZG01648 2.4774378 0.0986245 25.120 < 2e-16 ***
ORIGIN_SZG01649 3.1490221 0.0985833 31.943 < 2e-16 ***
ORIGIN_SZG01650 2.8365220 0.0986470 28.754 < 2e-16 ***
ORIGIN_SZG01664 -2.9290405 0.1936154 -15.128 < 2e-16 ***
ORIGIN_SZG01665 2.5519761 0.0985928 25.884 < 2e-16 ***
ORIGIN_SZG01666 1.3093362 0.0987446 13.260 < 2e-16 ***
ORIGIN_SZG01667 2.4576365 0.0989942 24.826 < 2e-16 ***
ORIGIN_SZG01668 2.4583255 0.0986210 24.927 < 2e-16 ***
ORIGIN_SZG01670 3.3192870 0.0985743 33.673 < 2e-16 ***
ORIGIN_SZG01671 3.8296120 0.0986422 38.823 < 2e-16 ***
ORIGIN_SZG01672 2.9058958 0.0986759 29.449 < 2e-16 ***
ORIGIN_SZG01684 1.6751773 0.0992021 16.887 < 2e-16 ***
ORIGIN_SZG01685 2.2077419 0.0986519 22.379 < 2e-16 ***
ORIGIN_SZG01686 1.9449777 0.0986535 19.715 < 2e-16 ***
ORIGIN_SZG01687 1.7701798 0.0987719 17.922 < 2e-16 ***
ORIGIN_SZG01688 1.2379643 0.0988468 12.524 < 2e-16 ***
ORIGIN_SZG01689 0.7170161 0.0992228 7.226 4.96e-13 ***
ORIGIN_SZG01690 2.2157321 0.0987196 22.445 < 2e-16 ***
ORIGIN_SZG01691 2.8467518 0.0986104 28.869 < 2e-16 ***
ORIGIN_SZG01692 1.9998290 0.0988259 20.236 < 2e-16 ***
ORIGIN_SZG01706 2.1556347 0.0987003 21.840 < 2e-16 ***
ORIGIN_SZG01707 1.9838843 0.0986376 20.113 < 2e-16 ***
ORIGIN_SZG01708 2.5945479 0.0985979 26.314 < 2e-16 ***
ORIGIN_SZG01709 1.6409105 0.0987269 16.621 < 2e-16 ***
ORIGIN_SZG01710 2.8588337 0.0986014 28.994 < 2e-16 ***
ORIGIN_SZG01711 2.5776097 0.0986333 26.133 < 2e-16 ***
ORIGIN_SZG01712 3.2161064 0.0985738 32.626 < 2e-16 ***
ORIGIN_SZG01713 0.7225050 0.0992738 7.278 3.39e-13 ***
ORIGIN_SZG01714 3.0921980 0.0986203 31.355 < 2e-16 ***
ORIGIN_SZG01727 2.2824953 0.0986493 23.137 < 2e-16 ***
ORIGIN_SZG01728 2.1861907 0.0986281 22.166 < 2e-16 ***
ORIGIN_SZG01729 1.7785263 0.0986699 18.025 < 2e-16 ***
ORIGIN_SZG01730 -0.0393670 0.1005192 -0.392 0.695327
ORIGIN_SZG01731 2.2923069 0.0986601 23.234 < 2e-16 ***
ORIGIN_SZG01732 2.9283469 0.0985841 29.704 < 2e-16 ***
ORIGIN_SZG01733 2.5846528 0.0986167 26.209 < 2e-16 ***
ORIGIN_SZG01734 2.7277266 0.0986084 27.662 < 2e-16 ***
ORIGIN_SZG01735 3.7726336 0.0986822 38.230 < 2e-16 ***
ORIGIN_SZG01748 1.1990005 0.0989430 12.118 < 2e-16 ***
ORIGIN_SZG01749 1.9882176 0.0986400 20.156 < 2e-16 ***
ORIGIN_SZG01750 1.1593956 0.0987735 11.738 < 2e-16 ***
ORIGIN_SZG01751 0.9415446 0.0990671 9.504 < 2e-16 ***
ORIGIN_SZG01753 2.9680066 0.0985917 30.104 < 2e-16 ***
ORIGIN_SZG01754 3.2280711 0.0985734 32.748 < 2e-16 ***
ORIGIN_SZG01755 2.5832336 0.0986139 26.195 < 2e-16 ***
ORIGIN_SZG01756 2.4309528 0.0986547 24.641 < 2e-16 ***
ORIGIN_SZG01757 0.3029253 0.1014975 2.985 0.002840 **
ORIGIN_SZG01769 1.9820267 0.0986792 20.086 < 2e-16 ***
ORIGIN_SZG01770 2.0227984 0.0988625 20.461 < 2e-16 ***
ORIGIN_SZG01771 0.8448640 0.0990061 8.533 < 2e-16 ***
ORIGIN_SZG01772 0.4426750 0.1012268 4.373 1.22e-05 ***
ORIGIN_SZG01774 2.6272570 0.0986085 26.643 < 2e-16 ***
ORIGIN_SZG01775 2.1549781 0.0986634 21.842 < 2e-16 ***
ORIGIN_SZG01776 3.1979007 0.0985768 32.441 < 2e-16 ***
ORIGIN_SZG01777 3.1571077 0.0985940 32.021 < 2e-16 ***
ORIGIN_SZG01778 1.9742242 0.0991037 19.921 < 2e-16 ***
ORIGIN_SZG01790 2.6161202 0.0986332 26.524 < 2e-16 ***
ORIGIN_SZG01791 1.8382444 0.0987148 18.622 < 2e-16 ***
ORIGIN_SZG01792 1.9476136 0.0987223 19.728 < 2e-16 ***
ORIGIN_SZG01793 0.2955607 0.0994089 2.973 0.002947 **
ORIGIN_SZG01794 0.6120042 0.1022236 5.987 2.14e-09 ***
ORIGIN_SZG01795 -0.6334267 0.1038145 -6.102 1.05e-09 ***
ORIGIN_SZG01796 2.9960682 0.0986052 30.384 < 2e-16 ***
ORIGIN_SZG01797 2.8966502 0.0985938 29.380 < 2e-16 ***
ORIGIN_SZG01798 2.9961409 0.0985944 30.389 < 2e-16 ***
ORIGIN_SZG01799 2.0259227 0.0988013 20.505 < 2e-16 ***
ORIGIN_SZG01800 0.5594340 0.1021131 5.479 4.29e-08 ***
ORIGIN_SZG01811 1.7578735 0.0987772 17.796 < 2e-16 ***
ORIGIN_SZG01812 2.8203085 0.0985826 28.609 < 2e-16 ***
ORIGIN_SZG01813 2.7281278 0.0985924 27.671 < 2e-16 ***
ORIGIN_SZG01817 2.6602843 0.0986539 26.966 < 2e-16 ***
ORIGIN_SZG01818 2.7165206 0.0986124 27.547 < 2e-16 ***
ORIGIN_SZG01819 3.0383362 0.0985862 30.819 < 2e-16 ***
ORIGIN_SZG01820 -0.1904701 0.1038378 -1.834 0.066609 .
ORIGIN_SZG01832 2.4481042 0.0986537 24.815 < 2e-16 ***
ORIGIN_SZG01833 1.8814932 0.0986903 19.065 < 2e-16 ***
ORIGIN_SZG01834 2.3516888 0.0986202 23.846 < 2e-16 ***
ORIGIN_SZG01835 1.6927064 0.0987834 17.136 < 2e-16 ***
ORIGIN_SZG01837 -0.7702771 0.1157541 -6.654 2.84e-11 ***
ORIGIN_SZG01839 2.1357744 0.0987328 21.632 < 2e-16 ***
ORIGIN_SZG01840 3.9073782 0.0985581 39.645 < 2e-16 ***
ORIGIN_SZG01841 -0.5897118 0.1043351 -5.652 1.59e-08 ***
ORIGIN_SZG01842 2.7367977 0.0990639 27.627 < 2e-16 ***
ORIGIN_SZG01853 2.2960126 0.0986394 23.277 < 2e-16 ***
ORIGIN_SZG01854 2.6015751 0.0986236 26.379 < 2e-16 ***
ORIGIN_SZG01855 2.8404448 0.0986025 28.807 < 2e-16 ***
ORIGIN_SZG01858 0.5220206 0.1016974 5.133 2.85e-07 ***
ORIGIN_SZG01860 3.0233952 0.0988547 30.584 < 2e-16 ***
ORIGIN_SZG01861 2.9095010 0.0986190 29.502 < 2e-16 ***
ORIGIN_SZG01874 2.5946248 0.0986925 26.290 < 2e-16 ***
ORIGIN_SZG01875 0.8838707 0.0992800 8.903 < 2e-16 ***
ORIGIN_SZG01876 2.6480839 0.0989877 26.752 < 2e-16 ***
ORIGIN_SZG01877 2.4822541 0.0986297 25.167 < 2e-16 ***
ORIGIN_SZG01880 -0.8090701 0.1107544 -7.305 2.77e-13 ***
ORIGIN_SZG01882 2.8043217 0.0986362 28.431 < 2e-16 ***
ORIGIN_SZG01883 2.6453985 0.0988880 26.751 < 2e-16 ***
ORIGIN_SZG01895 2.5611373 0.0986267 25.968 < 2e-16 ***
ORIGIN_SZG01896 1.0232486 0.0989878 10.337 < 2e-16 ***
ORIGIN_SZG01897 1.8875862 0.0988956 19.087 < 2e-16 ***
ORIGIN_SZG01898 -2.7708515 0.1650842 -16.784 < 2e-16 ***
ORIGIN_SZG01901 -0.7958544 0.1147575 -6.935 4.06e-12 ***
ORIGIN_SZG01903 1.9625445 0.0988921 19.845 < 2e-16 ***
ORIGIN_SZG01917 1.2667121 0.0989204 12.805 < 2e-16 ***
ORIGIN_SZG01918 2.9901257 0.0986757 30.303 < 2e-16 ***
ORIGIN_SZG01919 2.4534432 0.0986464 24.871 < 2e-16 ***
ORIGIN_SZG01922 0.3562005 0.1024734 3.476 0.000509 ***
ORIGIN_SZG01924 2.0370941 0.0989350 20.590 < 2e-16 ***
ORIGIN_SZG01937 1.9863806 0.0987409 20.117 < 2e-16 ***
ORIGIN_SZG01938 2.7685730 0.0986142 28.075 < 2e-16 ***
ORIGIN_SZG01939 3.3392780 0.0985968 33.868 < 2e-16 ***
ORIGIN_SZG01942 -0.8436138 0.1091184 -7.731 1.07e-14 ***
ORIGIN_SZG01959 1.6289308 0.0988724 16.475 < 2e-16 ***
ORIGIN_SZG01960 3.5326603 0.0985598 35.843 < 2e-16 ***
ORIGIN_SZG01961 2.2271930 0.0987422 22.556 < 2e-16 ***
ORIGIN_SZG01962 3.1462459 0.0986086 31.906 < 2e-16 ***
ORIGIN_SZG01964 -1.8340988 0.1321401 -13.880 < 2e-16 ***
ORIGIN_SZG01979 1.8892262 0.0988126 19.119 < 2e-16 ***
ORIGIN_SZG01980 0.3891565 0.0994393 3.914 9.10e-05 ***
ORIGIN_SZG01981 2.8493224 0.0986096 28.895 < 2e-16 ***
ORIGIN_SZG01982 1.7421878 0.0990845 17.583 < 2e-16 ***
ORIGIN_SZG01983 3.1856563 0.0986096 32.306 < 2e-16 ***
ORIGIN_SZG01984 1.9437690 0.0987853 19.677 < 2e-16 ***
ORIGIN_SZG01985 2.4517005 0.0987071 24.838 < 2e-16 ***
ORIGIN_SZG02001 2.1755516 0.0986835 22.046 < 2e-16 ***
ORIGIN_SZG02002 2.9194517 0.0985888 29.612 < 2e-16 ***
ORIGIN_SZG02003 2.4969443 0.0986422 25.313 < 2e-16 ***
ORIGIN_SZG02004 3.2730404 0.0986013 33.195 < 2e-16 ***
ORIGIN_SZG02005 3.0985631 0.0986020 31.425 < 2e-16 ***
ORIGIN_SZG02006 1.6595305 0.0989292 16.775 < 2e-16 ***
ORIGIN_SZG02007 1.1059793 0.0997592 11.086 < 2e-16 ***
ORIGIN_SZG02022 2.7691971 0.0986785 28.063 < 2e-16 ***
ORIGIN_SZG02023 3.1583849 0.0985852 32.037 < 2e-16 ***
ORIGIN_SZG02024 2.5233057 0.0986262 25.585 < 2e-16 ***
ORIGIN_SZG02025 2.6264857 0.0986214 26.632 < 2e-16 ***
ORIGIN_SZG02026 1.2230071 0.0991734 12.332 < 2e-16 ***
ORIGIN_SZG02027 3.3389278 0.0985952 33.865 < 2e-16 ***
ORIGIN_SZG02043 1.9313573 0.0987955 19.549 < 2e-16 ***
ORIGIN_SZG02044 2.8386905 0.0986049 28.789 < 2e-16 ***
ORIGIN_SZG02045 -1.3153437 0.1234261 -10.657 < 2e-16 ***
ORIGIN_SZG02046 2.7227615 0.0985920 27.616 < 2e-16 ***
ORIGIN_SZG02047 2.6148267 0.0986446 26.508 < 2e-16 ***
ORIGIN_SZG02048 2.8927256 0.0986209 29.332 < 2e-16 ***
ORIGIN_SZG02049 1.9703234 0.0994391 19.814 < 2e-16 ***
ORIGIN_SZG02064 2.7706824 0.0986310 28.091 < 2e-16 ***
ORIGIN_SZG02065 1.3853641 0.0988539 14.014 < 2e-16 ***
ORIGIN_SZG02066 0.9840501 0.1006222 9.780 < 2e-16 ***
ORIGIN_SZG02067 3.9147860 0.0985545 39.722 < 2e-16 ***
ORIGIN_SZG02068 2.6882191 0.0987419 27.225 < 2e-16 ***
ORIGIN_SZG02069 2.7092056 0.0986628 27.459 < 2e-16 ***
ORIGIN_SZG02085 1.5254820 0.0989418 15.418 < 2e-16 ***
ORIGIN_SZG02086 3.0327836 0.0985971 30.759 < 2e-16 ***
ORIGIN_SZG02087 1.7836554 0.0987668 18.059 < 2e-16 ***
ORIGIN_SZG02088 2.4099426 0.0986188 24.437 < 2e-16 ***
ORIGIN_SZG02089 2.0690906 0.0987223 20.959 < 2e-16 ***
ORIGIN_SZG02090 3.4471509 0.0985758 34.970 < 2e-16 ***
ORIGIN_SZG02091 -0.6857587 0.1196568 -5.731 9.98e-09 ***
ORIGIN_SZG02105 -0.5637665 0.1411149 -3.995 6.47e-05 ***
ORIGIN_SZG02106 0.0450015 0.1002642 0.449 0.653555
ORIGIN_SZG02107 1.1135863 0.0989310 11.256 < 2e-16 ***
ORIGIN_SZG02108 2.4244408 0.0986587 24.574 < 2e-16 ***
ORIGIN_SZG02109 2.5822413 0.0986164 26.185 < 2e-16 ***
ORIGIN_SZG02110 2.1132593 0.0987687 21.396 < 2e-16 ***
ORIGIN_SZG02111 -0.0838953 0.1060344 -0.791 0.428822
ORIGIN_SZG02128 1.0998168 0.0993486 11.070 < 2e-16 ***
ORIGIN_SZG02129 0.4504738 0.0995561 4.525 6.04e-06 ***
ORIGIN_SZG02130 2.8962987 0.0985916 29.377 < 2e-16 ***
ORIGIN_SZG02131 3.2130455 0.0986130 32.582 < 2e-16 ***
ORIGIN_SZG02132 2.3887250 0.0986882 24.205 < 2e-16 ***
ORIGIN_SZG02148 1.8011824 0.0991117 18.173 < 2e-16 ***
ORIGIN_SZG02149 0.3016799 0.0997013 3.026 0.002479 **
ORIGIN_SZG02150 2.8194569 0.0986165 28.590 < 2e-16 ***
ORIGIN_SZG02151 3.2945609 0.0985757 33.422 < 2e-16 ***
ORIGIN_SZG02152 3.4651501 0.0985859 35.149 < 2e-16 ***
ORIGIN_SZG02153 2.8805099 0.0986649 29.195 < 2e-16 ***
ORIGIN_SZG02171 1.8048103 0.0987555 18.276 < 2e-16 ***
ORIGIN_SZG02172 2.1393665 0.0988084 21.652 < 2e-16 ***
ORIGIN_SZG02173 2.4376357 0.0986461 24.711 < 2e-16 ***
ORIGIN_SZG02174 2.8320736 0.0986462 28.709 < 2e-16 ***
ORIGIN_SZG02191 1.5362663 0.0990109 15.516 < 2e-16 ***
ORIGIN_SZG02192 1.1893239 0.0990868 12.003 < 2e-16 ***
ORIGIN_SZG02193 2.3144721 0.0986890 23.452 < 2e-16 ***
ORIGIN_SZG02194 2.6648250 0.0986399 27.016 < 2e-16 ***
ORIGIN_SZG02195 2.0466034 0.1004950 20.365 < 2e-16 ***
ORIGIN_SZG02212 -0.6189044 0.1268006 -4.881 1.06e-06 ***
ORIGIN_SZG02213 -1.1496119 0.1056038 -10.886 < 2e-16 ***
ORIGIN_SZG02214 0.4656696 0.1014182 4.592 4.40e-06 ***
ORIGIN_SZG02215 2.3327528 0.0987250 23.629 < 2e-16 ***
ORIGIN_SZG02216 1.4048767 0.0990740 14.180 < 2e-16 ***
ORIGIN_SZG02233 -0.7225128 0.1058486 -6.826 8.74e-12 ***
ORIGIN_SZG02234 1.3541461 0.1003849 13.490 < 2e-16 ***
ORIGIN_SZG02235 1.1892114 0.0993366 11.972 < 2e-16 ***
ORIGIN_SZG02236 1.1907992 0.0993033 11.992 < 2e-16 ***
ORIGIN_SZG02237 -0.9841579 0.1120625 -8.782 < 2e-16 ***
ORIGIN_SZG02256 -0.7422614 0.1105510 -6.714 1.89e-11 ***
ORIGIN_SZG02257 0.7571828 0.1001983 7.557 4.13e-14 ***
ORIGIN_SZG02258 0.2203560 0.1000477 2.203 0.027629 *
ORIGIN_SZG02259 0.0893386 0.1045676 0.854 0.392904
ORIGIN_SZG02277 0.3434338 0.1060209 3.239 0.001198 **
ORIGIN_SZG02278 1.3525292 0.0996228 13.577 < 2e-16 ***
ORIGIN_SZG02279 0.3394390 0.1003170 3.384 0.000715 ***
ORIGIN_SZG02280 -1.4904578 0.1407486 -10.590 < 2e-16 ***
ORIGIN_SZG02297 2.6451917 0.0988989 26.746 < 2e-16 ***
ORIGIN_SZG02300 -1.2036239 0.1150762 -10.459 < 2e-16 ***
ORIGIN_SZG02301 0.5896079 0.1001707 5.886 3.96e-09 ***
ORIGIN_SZG02318 1.0144680 0.1001629 10.128 < 2e-16 ***
ORIGIN_SZG02319 2.0789818 0.0990132 20.997 < 2e-16 ***
ORIGIN_SZG02322 1.5953139 0.0992328 16.076 < 2e-16 ***
ORIGIN_SZG02337 2.5962829 0.0996692 26.049 < 2e-16 ***
ORIGIN_SZG02341 2.4094637 0.0989145 24.359 < 2e-16 ***
ORIGIN_SZG02343 1.2111933 0.0994904 12.174 < 2e-16 ***
ORIGIN_SZG02361 2.1007598 0.0990625 21.206 < 2e-16 ***
ORIGIN_SZG02364 -1.2884213 0.1177216 -10.945 < 2e-16 ***
ORIGIN_SZG02379 2.2553266 0.0999810 22.558 < 2e-16 ***
ORIGIN_SZG02384 1.7550439 0.0995526 17.629 < 2e-16 ***
ORIGIN_SZG02405 1.4998282 0.0995314 15.069 < 2e-16 ***
ORIGIN_SZG02406 0.0704802 0.1039320 0.678 0.497685
ORIGIN_SZG02426 1.7675706 0.1019529 17.337 < 2e-16 ***
ORIGIN_SZG02427 2.4288210 0.0990621 24.518 < 2e-16 ***
ORIGIN_SZG02505 1.8144993 0.1049822 17.284 < 2e-16 ***
log(BIZ_COUNT) 0.0790209 0.0001937 408.023 < 2e-16 ***
log(FnB_COUNT) -0.1997921 0.0002721 -734.135 < 2e-16 ***
log(FINSERV_COUNT) 0.3091021 0.0002750 1124.172 < 2e-16 ***
log(BUSSTOP_COUNT) 0.1467733 0.0004745 309.335 < 2e-16 ***
log(TEXIT_COUNT) 0.4960791 0.0003939 1259.251 < 2e-16 ***
log(HDB_COUNT) -0.0405432 0.0001814 -223.478 < 2e-16 ***
log(dist) -1.5134978 0.0002664 -5682.164 < 2e-16 ***
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
(Dispersion parameter for poisson family taken to be 1)
Null deviance: 98771330 on 65139 degrees of freedom
Residual deviance: 35622811 on 64317 degrees of freedom
AIC: 35982658
Number of Fisher Scoring iterations: 7We can examine how the constraints hold for destinations this time.
CalcRSquared(orcSIM$data$MORNING_PEAK, orcSIM$fitted.values)[1] 0.3669832Destination constrained
In this section, we will fit a destination constrained SIM by using the code chunk below.
decSIM <- glm(formula = MORNING_PEAK ~
DESTIN_SZ +
log(BIZ_COUNT) +
log(FnB_COUNT) +
log(FINSERV_COUNT) +
log(BUSSTOP_COUNT) +
log(TEXIT_COUNT) +
log(HDB_COUNT) +
log(dist),
family = poisson(link = "log"),
data = SIM_data,
na.action = na.exclude)
summary(decSIM)
Call:
glm(formula = MORNING_PEAK ~ DESTIN_SZ + log(BIZ_COUNT) + log(FnB_COUNT) +
log(FINSERV_COUNT) + log(BUSSTOP_COUNT) + log(TEXIT_COUNT) +
log(HDB_COUNT) + log(dist), family = poisson(link = "log"),
data = SIM_data, na.action = na.exclude)
Coefficients: (6 not defined because of singularities)
Estimate Std. Error z value Pr(>|z|)
(Intercept) 15.4790585 0.0459683 336.733 < 2e-16 ***
DESTIN_SZG00044 2.4781259 0.0505197 49.053 < 2e-16 ***
DESTIN_SZG00046 1.3666373 0.0500064 27.329 < 2e-16 ***
DESTIN_SZG00066 0.7022426 0.0632179 11.108 < 2e-16 ***
DESTIN_SZG00067 1.2459478 0.0477116 26.114 < 2e-16 ***
DESTIN_SZG00068 1.4011563 0.0496972 28.194 < 2e-16 ***
DESTIN_SZG00086 -0.0289751 0.0573981 -0.505 0.613692
DESTIN_SZG00087 -1.3865806 0.0984148 -14.089 < 2e-16 ***
DESTIN_SZG00088 0.4459316 0.0488454 9.129 < 2e-16 ***
DESTIN_SZG00089 1.0594109 0.0506262 20.926 < 2e-16 ***
DESTIN_SZG00090 -2.6172504 0.5021053 -5.213 1.86e-07 ***
DESTIN_SZG00109 0.6869529 0.0524399 13.100 < 2e-16 ***
DESTIN_SZG00110 -1.6730763 0.1105021 -15.141 < 2e-16 ***
DESTIN_SZG00111 1.5581124 0.0472539 32.973 < 2e-16 ***
DESTIN_SZG00112 -0.4844569 0.0548469 -8.833 < 2e-16 ***
DESTIN_SZG00128 0.8526030 0.0509126 16.746 < 2e-16 ***
DESTIN_SZG00129 -2.1462293 0.1215234 -17.661 < 2e-16 ***
DESTIN_SZG00130 0.5063140 0.0508163 9.964 < 2e-16 ***
DESTIN_SZG00131 -0.0425471 0.0519685 -0.819 0.412952
DESTIN_SZG00132 1.1732575 0.0482162 24.333 < 2e-16 ***
DESTIN_SZG00133 0.9492878 0.0475269 19.974 < 2e-16 ***
DESTIN_SZG00134 1.1176176 0.0473554 23.601 < 2e-16 ***
DESTIN_SZG00150 0.6897467 0.0522832 13.193 < 2e-16 ***
DESTIN_SZG00151 0.5774140 0.0505445 11.424 < 2e-16 ***
DESTIN_SZG00152 1.9143211 0.0478188 40.033 < 2e-16 ***
DESTIN_SZG00153 1.2972433 0.0475962 27.255 < 2e-16 ***
DESTIN_SZG00154 -0.4325608 0.0530325 -8.157 3.45e-16 ***
DESTIN_SZG00155 0.3064589 0.0489956 6.255 3.98e-10 ***
DESTIN_SZG00156 0.8837659 0.0494726 17.864 < 2e-16 ***
DESTIN_SZG00172 -0.6739714 0.0637703 -10.569 < 2e-16 ***
DESTIN_SZG00174 1.0665089 0.0480920 22.176 < 2e-16 ***
DESTIN_SZG00175 1.1052463 0.0470519 23.490 < 2e-16 ***
DESTIN_SZG00176 -0.5373538 0.0531605 -10.108 < 2e-16 ***
DESTIN_SZG00195 -0.1616188 0.0547093 -2.954 0.003135 **
DESTIN_SZG00196 1.3370882 0.0469894 28.455 < 2e-16 ***
DESTIN_SZG00197 -1.5962920 0.0978386 -16.316 < 2e-16 ***
DESTIN_SZG00215 0.8633211 0.0534885 16.140 < 2e-16 ***
DESTIN_SZG00216 0.2916851 0.0485325 6.010 1.85e-09 ***
DESTIN_SZG00217 1.7955871 0.0467587 38.401 < 2e-16 ***
DESTIN_SZG00237 0.3029744 0.0540135 5.609 2.03e-08 ***
DESTIN_SZG00238 0.7666205 0.0481925 15.907 < 2e-16 ***
DESTIN_SZG00239 0.4736913 0.0546106 8.674 < 2e-16 ***
DESTIN_SZG00257 1.1497395 0.0482220 23.843 < 2e-16 ***
DESTIN_SZG00258 0.1847165 0.0497962 3.709 0.000208 ***
DESTIN_SZG00259 1.7048831 0.0474416 35.936 < 2e-16 ***
DESTIN_SZG00278 1.0488786 0.0483742 21.683 < 2e-16 ***
DESTIN_SZG00279 0.9077854 0.0475903 19.075 < 2e-16 ***
DESTIN_SZG00280 1.6261389 0.0474492 34.271 < 2e-16 ***
DESTIN_SZG00298 -1.9594293 0.1401912 -13.977 < 2e-16 ***
DESTIN_SZG00299 1.0689802 0.0486590 21.969 < 2e-16 ***
DESTIN_SZG00300 0.5008907 0.0488650 10.250 < 2e-16 ***
DESTIN_SZG00320 1.1751215 0.0477402 24.615 < 2e-16 ***
DESTIN_SZG00321 0.4452362 0.0512495 8.688 < 2e-16 ***
DESTIN_SZG00322 2.3511164 0.0473206 49.685 < 2e-16 ***
DESTIN_SZG00340 2.4443097 0.0471627 51.827 < 2e-16 ***
DESTIN_SZG00341 1.1957865 0.0473789 25.239 < 2e-16 ***
DESTIN_SZG00342 2.3859798 0.0469859 50.781 < 2e-16 ***
DESTIN_SZG00363 1.1151800 0.0477832 23.338 < 2e-16 ***
DESTIN_SZG00364 2.9808821 0.0465073 64.095 < 2e-16 ***
DESTIN_SZG00383 1.4428749 0.0467241 30.881 < 2e-16 ***
DESTIN_SZG00384 2.5182420 0.0466122 54.025 < 2e-16 ***
DESTIN_SZG00385 1.6240687 0.0482390 33.667 < 2e-16 ***
DESTIN_SZG00404 1.9485608 0.0482186 40.411 < 2e-16 ***
DESTIN_SZG00405 1.7728510 0.0470056 37.716 < 2e-16 ***
DESTIN_SZG00406 2.0298126 0.0461787 43.956 < 2e-16 ***
DESTIN_SZG00407 3.1743603 0.0466639 68.026 < 2e-16 ***
DESTIN_SZG00408 3.7220091 0.0461244 80.695 < 2e-16 ***
DESTIN_SZG00425 0.5223363 0.0516412 10.115 < 2e-16 ***
DESTIN_SZG00426 1.7114812 0.0470281 36.393 < 2e-16 ***
DESTIN_SZG00427 -0.3606794 0.0513967 -7.018 2.26e-12 ***
DESTIN_SZG00428 1.7898043 0.0470549 38.037 < 2e-16 ***
DESTIN_SZG00429 1.0918869 0.0512003 21.326 < 2e-16 ***
DESTIN_SZG00446 1.4951001 0.0509174 29.363 < 2e-16 ***
DESTIN_SZG00447 0.5602936 0.0490052 11.433 < 2e-16 ***
DESTIN_SZG00448 1.5694133 0.0473157 33.169 < 2e-16 ***
DESTIN_SZG00449 2.0844692 0.0465299 44.798 < 2e-16 ***
DESTIN_SZG00450 1.2986166 0.0474071 27.393 < 2e-16 ***
DESTIN_SZG00468 1.7521405 0.0469968 37.282 < 2e-16 ***
DESTIN_SZG00469 1.6287459 0.0466836 34.889 < 2e-16 ***
DESTIN_SZG00470 1.9890659 0.0464002 42.868 < 2e-16 ***
DESTIN_SZG00471 1.0667856 0.0484155 22.034 < 2e-16 ***
DESTIN_SZG00488 0.9201870 0.0510105 18.039 < 2e-16 ***
DESTIN_SZG00489 -0.4483053 0.0658550 -6.807 9.93e-12 ***
DESTIN_SZG00490 1.7806253 0.0466643 38.158 < 2e-16 ***
DESTIN_SZG00491 0.4826580 0.0482336 10.007 < 2e-16 ***
DESTIN_SZG00493 -0.8316476 0.0674003 -12.339 < 2e-16 ***
DESTIN_SZG00494 0.4757270 0.0508119 9.363 < 2e-16 ***
DESTIN_SZG00509 0.6305086 0.0481576 13.093 < 2e-16 ***
DESTIN_SZG00510 1.8991003 0.0469256 40.470 < 2e-16 ***
DESTIN_SZG00511 1.7797352 0.0463662 38.384 < 2e-16 ***
DESTIN_SZG00512 1.9082169 0.0463071 41.208 < 2e-16 ***
DESTIN_SZG00513 2.3973812 0.0464709 51.589 < 2e-16 ***
DESTIN_SZG00514 1.4766353 0.0473700 31.172 < 2e-16 ***
DESTIN_SZG00515 0.5426976 0.0543078 9.993 < 2e-16 ***
DESTIN_SZG00530 -0.1731762 0.0546035 -3.172 0.001516 **
DESTIN_SZG00531 2.4652933 0.0462722 53.278 < 2e-16 ***
DESTIN_SZG00532 1.4330116 0.0467343 30.663 < 2e-16 ***
DESTIN_SZG00533 3.3813666 0.0460081 73.495 < 2e-16 ***
DESTIN_SZG00534 2.1981172 0.0463347 47.440 < 2e-16 ***
DESTIN_SZG00536 0.4475367 0.0491565 9.104 < 2e-16 ***
DESTIN_SZG00537 0.2263431 0.0568291 3.983 6.81e-05 ***
DESTIN_SZG00538 -0.6243700 0.0624903 -9.991 < 2e-16 ***
DESTIN_SZG00539 -2.8420842 0.5791746 -4.907 9.24e-07 ***
DESTIN_SZG00551 0.5758616 0.0491942 11.706 < 2e-16 ***
DESTIN_SZG00552 3.1222594 0.0470673 66.336 < 2e-16 ***
DESTIN_SZG00553 1.5404100 0.0466785 33.000 < 2e-16 ***
DESTIN_SZG00554 1.8067249 0.0464051 38.934 < 2e-16 ***
DESTIN_SZG00555 2.1582330 0.0465043 46.409 < 2e-16 ***
DESTIN_SZG00559 -0.8318086 0.0711306 -11.694 < 2e-16 ***
DESTIN_SZG00560 1.3420616 0.0486598 27.581 < 2e-16 ***
DESTIN_SZG00561 0.1885848 0.0814538 2.315 0.020600 *
DESTIN_SZG00572 0.6601900 0.0561759 11.752 < 2e-16 ***
DESTIN_SZG00573 1.6745364 0.0469786 35.645 < 2e-16 ***
DESTIN_SZG00574 1.5410597 0.0486833 31.655 < 2e-16 ***
DESTIN_SZG00575 3.8760564 0.0459600 84.335 < 2e-16 ***
DESTIN_SZG00576 1.9068445 0.0463374 41.151 < 2e-16 ***
DESTIN_SZG00578 -1.6588652 0.1160748 -14.291 < 2e-16 ***
DESTIN_SZG00582 -1.1218218 0.0802416 -13.981 < 2e-16 ***
DESTIN_SZG00583 -2.3290530 0.2229995 -10.444 < 2e-16 ***
DESTIN_SZG00584 0.4424678 0.0576226 7.679 1.61e-14 ***
DESTIN_SZG00593 0.4248922 0.0516563 8.225 < 2e-16 ***
DESTIN_SZG00594 1.0256591 0.0477709 21.470 < 2e-16 ***
DESTIN_SZG00595 2.1817566 0.0462680 47.155 < 2e-16 ***
DESTIN_SZG00596 2.1287577 0.0461938 46.083 < 2e-16 ***
DESTIN_SZG00597 1.7698238 0.0484014 36.566 < 2e-16 ***
DESTIN_SZG00603 -1.0099896 0.0686576 -14.711 < 2e-16 ***
DESTIN_SZG00604 1.5872899 0.0638930 24.843 < 2e-16 ***
DESTIN_SZG00615 0.4549795 0.0481460 9.450 < 2e-16 ***
DESTIN_SZG00616 1.9997130 0.0466607 42.857 < 2e-16 ***
DESTIN_SZG00617 1.0622807 0.0468005 22.698 < 2e-16 ***
DESTIN_SZG00618 1.9087807 0.0463173 41.211 < 2e-16 ***
DESTIN_SZG00620 1.5011713 0.0471780 31.819 < 2e-16 ***
DESTIN_SZG00637 1.4785219 0.0471303 31.371 < 2e-16 ***
DESTIN_SZG00638 1.9311166 0.0462559 41.749 < 2e-16 ***
DESTIN_SZG00657 2.0969247 0.0464113 45.181 < 2e-16 ***
DESTIN_SZG00658 1.8696041 0.0462830 40.395 < 2e-16 ***
DESTIN_SZG00659 2.1454116 0.0462506 46.387 < 2e-16 ***
DESTIN_SZG00660 2.7031024 0.0460798 58.661 < 2e-16 ***
DESTIN_SZG00662 1.5150910 0.0472165 32.088 < 2e-16 ***
DESTIN_SZG00677 2.3541172 0.0468049 50.296 < 2e-16 ***
DESTIN_SZG00678 0.6088832 0.0479176 12.707 < 2e-16 ***
DESTIN_SZG00679 2.1744465 0.0461687 47.098 < 2e-16 ***
DESTIN_SZG00680 3.9860697 0.0459726 86.705 < 2e-16 ***
DESTIN_SZG00681 0.7688210 0.0492500 15.611 < 2e-16 ***
DESTIN_SZG00699 1.6139919 0.0467166 34.549 < 2e-16 ***
DESTIN_SZG00700 1.8853291 0.0463872 40.643 < 2e-16 ***
DESTIN_SZG00701 -0.0712950 0.0496959 -1.435 0.151394
DESTIN_SZG00702 2.2908370 0.0461486 49.640 < 2e-16 ***
DESTIN_SZG00704 1.9404043 0.0470003 41.285 < 2e-16 ***
DESTIN_SZG00722 1.4912358 0.0468971 31.798 < 2e-16 ***
DESTIN_SZG00725 -0.0542775 0.0531412 -1.021 0.307074
DESTIN_SZG00741 2.1741109 0.0464231 46.833 < 2e-16 ***
DESTIN_SZG00743 -0.4766055 0.0504317 -9.451 < 2e-16 ***
DESTIN_SZG00744 2.3781765 0.0461613 51.519 < 2e-16 ***
DESTIN_SZG00761 2.2565132 0.0466059 48.417 < 2e-16 ***
DESTIN_SZG00762 0.6912414 0.0475909 14.525 < 2e-16 ***
DESTIN_SZG00763 -0.4038102 0.0502068 -8.043 8.77e-16 ***
DESTIN_SZG00764 2.7499867 0.0460398 59.731 < 2e-16 ***
DESTIN_SZG00765 1.6881890 0.0468043 36.069 < 2e-16 ***
DESTIN_SZG00767 2.0898131 0.0463920 45.047 < 2e-16 ***
DESTIN_SZG00772 -0.1375438 0.0574349 -2.395 0.016630 *
DESTIN_SZG00784 -0.0758282 0.0499927 -1.517 0.129321
DESTIN_SZG00785 1.6348502 0.0462343 35.360 < 2e-16 ***
DESTIN_SZG00786 2.1212286 0.0461704 45.944 < 2e-16 ***
DESTIN_SZG00787 1.6491344 0.0468609 35.192 < 2e-16 ***
DESTIN_SZG00788 0.8633610 0.0479568 18.003 < 2e-16 ***
DESTIN_SZG00789 0.8834195 0.0488493 18.085 < 2e-16 ***
DESTIN_SZG00803 1.0272465 0.0478869 21.452 < 2e-16 ***
DESTIN_SZG00804 1.7591262 0.0463758 37.932 < 2e-16 ***
DESTIN_SZG00805 3.0713754 0.0459975 66.773 < 2e-16 ***
DESTIN_SZG00806 1.7591095 0.0462699 38.018 < 2e-16 ***
DESTIN_SZG00807 2.0091175 0.0464166 43.284 < 2e-16 ***
DESTIN_SZG00808 0.1966067 0.0499328 3.937 8.24e-05 ***
DESTIN_SZG00809 2.0700915 0.0462105 44.797 < 2e-16 ***
DESTIN_SZG00810 1.9508154 0.0466827 41.789 < 2e-16 ***
DESTIN_SZG00814 0.5798009 0.0497757 11.648 < 2e-16 ***
DESTIN_SZG00819 5.0748931 0.0477731 106.229 < 2e-16 ***
DESTIN_SZG00824 1.0903572 0.0477882 22.816 < 2e-16 ***
DESTIN_SZG00826 1.5940610 0.0462976 34.431 < 2e-16 ***
DESTIN_SZG00827 1.6491897 0.0463195 35.605 < 2e-16 ***
DESTIN_SZG00828 2.0567702 0.0461558 44.561 < 2e-16 ***
DESTIN_SZG00829 1.5156076 0.0466192 32.510 < 2e-16 ***
DESTIN_SZG00830 0.8272633 0.0476142 17.374 < 2e-16 ***
DESTIN_SZG00831 3.6973358 0.0459767 80.418 < 2e-16 ***
DESTIN_SZG00832 3.9807424 0.0460269 86.487 < 2e-16 ***
DESTIN_SZG00835 0.1441285 0.0497703 2.896 0.003781 **
DESTIN_SZG00844 0.8244369 0.0492269 16.748 < 2e-16 ***
DESTIN_SZG00846 1.4867162 0.0464159 32.030 < 2e-16 ***
DESTIN_SZG00847 2.5807949 0.0461180 55.961 < 2e-16 ***
DESTIN_SZG00848 1.6480236 0.0463250 35.575 < 2e-16 ***
DESTIN_SZG00849 1.2727148 0.0466232 27.298 < 2e-16 ***
DESTIN_SZG00850 1.9483923 0.0462543 42.124 < 2e-16 ***
DESTIN_SZG00851 1.6835340 0.0463076 36.355 < 2e-16 ***
DESTIN_SZG00852 1.6904830 0.0466448 36.242 < 2e-16 ***
DESTIN_SZG00853 2.5850154 0.0465783 55.498 < 2e-16 ***
DESTIN_SZG00854 1.0537327 0.0480019 21.952 < 2e-16 ***
DESTIN_SZG00855 0.1134632 0.0498605 2.276 0.022869 *
DESTIN_SZG00856 -0.7801820 0.0555285 -14.050 < 2e-16 ***
DESTIN_SZG00866 1.6328615 0.0469596 34.772 < 2e-16 ***
DESTIN_SZG00867 2.9500193 0.0461235 63.959 < 2e-16 ***
DESTIN_SZG00868 2.5783053 0.0462021 55.805 < 2e-16 ***
DESTIN_SZG00869 3.0964369 0.0461673 67.070 < 2e-16 ***
DESTIN_SZG00870 3.1427103 0.0459955 68.327 < 2e-16 ***
DESTIN_SZG00871 3.6158504 0.0460584 78.506 < 2e-16 ***
DESTIN_SZG00872 2.1830060 0.0462336 47.217 < 2e-16 ***
DESTIN_SZG00873 1.9639223 0.0465672 42.174 < 2e-16 ***
DESTIN_SZG00874 0.3523215 0.0477509 7.378 1.60e-13 ***
DESTIN_SZG00875 -0.1960729 0.0538537 -3.641 0.000272 ***
DESTIN_SZG00876 0.3702833 0.0496972 7.451 9.28e-14 ***
DESTIN_SZG00877 0.9794936 0.0480008 20.406 < 2e-16 ***
DESTIN_SZG00887 1.6627667 0.0466281 35.660 < 2e-16 ***
DESTIN_SZG00888 0.4518271 0.0478458 9.443 < 2e-16 ***
DESTIN_SZG00889 0.8088003 0.0476310 16.981 < 2e-16 ***
DESTIN_SZG00890 2.1497887 0.0461540 46.579 < 2e-16 ***
DESTIN_SZG00891 1.3692389 0.0480446 28.499 < 2e-16 ***
DESTIN_SZG00893 2.3666189 0.0461160 51.319 < 2e-16 ***
DESTIN_SZG00894 0.6853127 0.0473482 14.474 < 2e-16 ***
DESTIN_SZG00895 1.2893608 0.0468355 27.530 < 2e-16 ***
DESTIN_SZG00896 -0.4071981 0.0548176 -7.428 1.10e-13 ***
DESTIN_SZG00897 -0.9972356 0.0533335 -18.698 < 2e-16 ***
DESTIN_SZG00898 0.8352342 0.0480114 17.397 < 2e-16 ***
DESTIN_SZG00908 1.7565684 0.0470538 37.331 < 2e-16 ***
DESTIN_SZG00909 1.4286238 0.0463448 30.826 < 2e-16 ***
DESTIN_SZG00910 0.5316837 0.0473938 11.218 < 2e-16 ***
DESTIN_SZG00911 2.8328528 0.0460689 61.492 < 2e-16 ***
DESTIN_SZG00912 1.2743701 0.0464476 27.437 < 2e-16 ***
DESTIN_SZG00915 1.9299504 0.0462829 41.699 < 2e-16 ***
DESTIN_SZG00917 2.3808388 0.0462390 51.490 < 2e-16 ***
DESTIN_SZG00918 -0.9562876 0.0608030 -15.728 < 2e-16 ***
DESTIN_SZG00919 0.4384077 0.0481420 9.107 < 2e-16 ***
DESTIN_SZG00928 0.4001310 0.0489397 8.176 2.93e-16 ***
DESTIN_SZG00929 1.3921167 0.0464120 29.995 < 2e-16 ***
DESTIN_SZG00930 2.4562319 0.0460538 53.334 < 2e-16 ***
DESTIN_SZG00931 1.0414164 0.0470094 22.153 < 2e-16 ***
DESTIN_SZG00932 0.0687975 0.0519417 1.325 0.185332
DESTIN_SZG00933 1.5812461 0.0465044 34.002 < 2e-16 ***
DESTIN_SZG00934 1.4716078 0.0466108 31.572 < 2e-16 ***
DESTIN_SZG00935 3.6627118 0.0459728 79.671 < 2e-16 ***
DESTIN_SZG00938 -2.9002453 0.1800354 -16.109 < 2e-16 ***
DESTIN_SZG00939 3.2974916 0.0460334 71.633 < 2e-16 ***
DESTIN_SZG00940 0.5733789 0.0494842 11.587 < 2e-16 ***
DESTIN_SZG00949 0.4024224 0.0481068 8.365 < 2e-16 ***
DESTIN_SZG00950 2.5522180 0.0461635 55.287 < 2e-16 ***
DESTIN_SZG00951 3.2493362 0.0459833 70.663 < 2e-16 ***
DESTIN_SZG00952 2.6959324 0.0465366 57.931 < 2e-16 ***
DESTIN_SZG00953 1.4328164 0.0466865 30.690 < 2e-16 ***
DESTIN_SZG00954 -0.2458647 0.0489700 -5.021 5.15e-07 ***
DESTIN_SZG00955 2.4679527 0.0461072 53.526 < 2e-16 ***
DESTIN_SZG00956 1.1234076 0.0467969 24.006 < 2e-16 ***
DESTIN_SZG00957 1.9455291 0.0466696 41.687 < 2e-16 ***
DESTIN_SZG00959 0.4521702 0.0508651 8.890 < 2e-16 ***
DESTIN_SZG00961 1.5474159 0.0474180 32.634 < 2e-16 ***
DESTIN_SZG00962 3.1842131 0.0461464 69.002 < 2e-16 ***
DESTIN_SZG00970 1.7178877 0.0463082 37.097 < 2e-16 ***
DESTIN_SZG00971 1.9701900 0.0461247 42.714 < 2e-16 ***
DESTIN_SZG00972 1.3636571 0.0464226 29.375 < 2e-16 ***
DESTIN_SZG00974 0.9871855 0.0470623 20.976 < 2e-16 ***
DESTIN_SZG00975 -0.1345264 0.0486141 -2.767 0.005653 **
DESTIN_SZG00976 0.7998712 0.0472290 16.936 < 2e-16 ***
DESTIN_SZG00977 1.6514027 0.0463414 35.636 < 2e-16 ***
DESTIN_SZG00978 1.6855023 0.0471399 35.755 < 2e-16 ***
DESTIN_SZG00982 0.9912174 0.0471344 21.030 < 2e-16 ***
DESTIN_SZG00983 6.3716523 0.0460429 138.385 < 2e-16 ***
DESTIN_SZG00984 5.5380628 0.0460748 120.197 < 2e-16 ***
DESTIN_SZG00991 1.6582538 0.0463902 35.746 < 2e-16 ***
DESTIN_SZG00992 1.9569227 0.0462134 42.345 < 2e-16 ***
DESTIN_SZG00993 0.6155460 0.0468734 13.132 < 2e-16 ***
DESTIN_SZG00994 0.4403172 0.0472377 9.321 < 2e-16 ***
DESTIN_SZG00995 1.1178093 0.0465690 24.003 < 2e-16 ***
DESTIN_SZG00996 0.8392246 0.0471400 17.803 < 2e-16 ***
DESTIN_SZG00997 1.2954271 0.0477108 27.152 < 2e-16 ***
DESTIN_SZG00998 2.0722324 0.0462651 44.790 < 2e-16 ***
DESTIN_SZG00999 1.6392048 0.0469133 34.941 < 2e-16 ***
DESTIN_SZG01001 0.8838527 0.0484252 18.252 < 2e-16 ***
DESTIN_SZG01003 3.2719340 0.0460152 71.106 < 2e-16 ***
DESTIN_SZG01004 2.5212255 0.0461396 54.643 < 2e-16 ***
DESTIN_SZG01011 1.2161125 0.0474074 25.652 < 2e-16 ***
DESTIN_SZG01012 2.7046822 0.0462734 58.450 < 2e-16 ***
DESTIN_SZG01013 1.5878274 0.0465104 34.139 < 2e-16 ***
DESTIN_SZG01014 -0.1955255 0.0485258 -4.029 5.59e-05 ***
DESTIN_SZG01015 2.5423238 0.0460965 55.152 < 2e-16 ***
DESTIN_SZG01016 2.7752548 0.0460609 60.252 < 2e-16 ***
DESTIN_SZG01018 1.2298240 0.0474439 25.922 < 2e-16 ***
DESTIN_SZG01019 2.3622413 0.0462594 51.065 < 2e-16 ***
DESTIN_SZG01023 1.3032045 0.0476943 27.324 < 2e-16 ***
DESTIN_SZG01024 2.1325927 0.0463413 46.019 < 2e-16 ***
DESTIN_SZG01025 -2.0073470 0.0792236 -25.338 < 2e-16 ***
DESTIN_SZG01033 1.7727526 0.0463859 38.217 < 2e-16 ***
DESTIN_SZG01034 2.4241158 0.0461253 52.555 < 2e-16 ***
DESTIN_SZG01035 2.2579318 0.0461475 48.929 < 2e-16 ***
DESTIN_SZG01036 2.6915422 0.0460671 58.427 < 2e-16 ***
DESTIN_SZG01037 1.5331971 0.0462957 33.117 < 2e-16 ***
DESTIN_SZG01043 1.5012400 0.0471482 31.841 < 2e-16 ***
DESTIN_SZG01045 1.9665931 0.0462631 42.509 < 2e-16 ***
DESTIN_SZG01046 2.3085662 0.0462483 49.917 < 2e-16 ***
DESTIN_SZG01053 2.3547519 0.0461465 51.028 < 2e-16 ***
DESTIN_SZG01054 2.1403062 0.0461679 46.359 < 2e-16 ***
DESTIN_SZG01055 1.3013606 0.0465889 27.933 < 2e-16 ***
DESTIN_SZG01056 0.5212558 0.0471786 11.049 < 2e-16 ***
DESTIN_SZG01064 -1.4995588 0.0984147 -15.237 < 2e-16 ***
DESTIN_SZG01066 3.2900464 0.0460703 71.414 < 2e-16 ***
DESTIN_SZG01067 2.5630645 0.0463385 55.312 < 2e-16 ***
DESTIN_SZG01074 0.2800238 0.0478328 5.854 4.79e-09 ***
DESTIN_SZG01075 1.9146546 0.0462911 41.361 < 2e-16 ***
DESTIN_SZG01076 1.3302747 0.0463869 28.678 < 2e-16 ***
DESTIN_SZG01077 0.6212098 0.0470066 13.215 < 2e-16 ***
DESTIN_SZG01079 1.8881461 0.0462680 40.809 < 2e-16 ***
DESTIN_SZG01085 0.4255020 0.0725562 5.864 4.51e-09 ***
DESTIN_SZG01087 2.3853286 0.0462885 51.532 < 2e-16 ***
DESTIN_SZG01088 2.7479075 0.0462134 59.461 < 2e-16 ***
DESTIN_SZG01094 -1.4991068 0.0665172 -22.537 < 2e-16 ***
DESTIN_SZG01095 1.0945587 0.0477894 22.904 < 2e-16 ***
DESTIN_SZG01096 1.0653230 0.0481964 22.104 < 2e-16 ***
DESTIN_SZG01097 2.2389073 0.0460966 48.570 < 2e-16 ***
DESTIN_SZG01098 -0.3864074 0.0507131 -7.619 2.55e-14 ***
DESTIN_SZG01099 1.2072427 0.0465354 25.942 < 2e-16 ***
DESTIN_SZG01105 2.2253031 0.0467072 47.644 < 2e-16 ***
DESTIN_SZG01106 -1.4265766 0.0964573 -14.790 < 2e-16 ***
DESTIN_SZG01107 2.5242763 0.0464802 54.309 < 2e-16 ***
DESTIN_SZG01108 4.2780278 0.0459568 93.088 < 2e-16 ***
DESTIN_SZG01109 0.2501525 0.0504150 4.962 6.98e-07 ***
DESTIN_SZG01116 1.2691689 0.0466920 27.182 < 2e-16 ***
DESTIN_SZG01117 1.7642191 0.0464087 38.015 < 2e-16 ***
DESTIN_SZG01118 0.1555915 0.0491376 3.166 0.001543 **
DESTIN_SZG01119 0.6499138 0.0470176 13.823 < 2e-16 ***
DESTIN_SZG01120 0.0761033 0.0487979 1.560 0.118864
DESTIN_SZG01129 1.8643932 0.0465401 40.060 < 2e-16 ***
DESTIN_SZG01130 2.3709638 0.0462278 51.289 < 2e-16 ***
DESTIN_SZG01131 3.1888565 0.0461801 69.053 < 2e-16 ***
DESTIN_SZG01136 2.5830369 0.0461424 55.980 < 2e-16 ***
DESTIN_SZG01138 0.3915518 0.0488038 8.023 1.03e-15 ***
DESTIN_SZG01139 1.1755449 0.0464127 25.328 < 2e-16 ***
DESTIN_SZG01141 1.2116785 0.0465219 26.045 < 2e-16 ***
DESTIN_SZG01148 0.0852340 0.0543931 1.567 0.117115
DESTIN_SZG01149 1.6700808 0.0477311 34.989 < 2e-16 ***
DESTIN_SZG01150 1.8390351 0.0463683 39.661 < 2e-16 ***
DESTIN_SZG01151 2.0824568 0.0463449 44.934 < 2e-16 ***
DESTIN_SZG01158 0.5589060 0.0470479 11.880 < 2e-16 ***
DESTIN_SZG01159 0.8580796 0.0467073 18.371 < 2e-16 ***
DESTIN_SZG01160 2.3621462 0.0460899 51.251 < 2e-16 ***
DESTIN_SZG01171 2.5526511 0.0462570 55.184 < 2e-16 ***
DESTIN_SZG01172 3.7858550 0.0459963 82.308 < 2e-16 ***
DESTIN_SZG01173 2.6511727 0.0461686 57.424 < 2e-16 ***
DESTIN_SZG01174 -0.6079096 0.0618226 -9.833 < 2e-16 ***
DESTIN_SZG01178 2.8186977 0.0460457 61.215 < 2e-16 ***
DESTIN_SZG01179 1.8173267 0.0461873 39.347 < 2e-16 ***
DESTIN_SZG01180 1.8871884 0.0461591 40.884 < 2e-16 ***
DESTIN_SZG01181 0.7876206 0.0467423 16.850 < 2e-16 ***
DESTIN_SZG01183 2.3641635 0.0461487 51.229 < 2e-16 ***
DESTIN_SZG01190 0.5484355 0.0541056 10.136 < 2e-16 ***
DESTIN_SZG01192 2.6996739 0.0461985 58.436 < 2e-16 ***
DESTIN_SZG01193 2.2860128 0.0462035 49.477 < 2e-16 ***
DESTIN_SZG01194 2.2602110 0.0462848 48.833 < 2e-16 ***
DESTIN_SZG01200 1.5343585 0.0464191 33.054 < 2e-16 ***
DESTIN_SZG01201 1.2758296 0.0464667 27.457 < 2e-16 ***
DESTIN_SZG01203 1.2103489 0.0465372 26.008 < 2e-16 ***
DESTIN_SZG01204 1.0079314 0.0467153 21.576 < 2e-16 ***
DESTIN_SZG01211 -4.1222164 0.2811277 -14.663 < 2e-16 ***
DESTIN_SZG01214 1.4346533 0.0466619 30.746 < 2e-16 ***
DESTIN_SZG01215 1.8256343 0.0471678 38.705 < 2e-16 ***
DESTIN_SZG01216 1.8232569 0.0469608 38.825 < 2e-16 ***
DESTIN_SZG01220 1.6458920 0.0462922 35.554 < 2e-16 ***
DESTIN_SZG01221 2.3149122 0.0460892 50.227 < 2e-16 ***
DESTIN_SZG01222 1.3444245 0.0474993 28.304 < 2e-16 ***
DESTIN_SZG01223 0.6657303 0.0472020 14.104 < 2e-16 ***
DESTIN_SZG01224 1.1689679 0.0465566 25.109 < 2e-16 ***
DESTIN_SZG01231 -0.9381775 0.0733327 -12.793 < 2e-16 ***
DESTIN_SZG01232 1.3419109 0.0519789 25.816 < 2e-16 ***
DESTIN_SZG01235 2.3083391 0.0462703 49.888 < 2e-16 ***
DESTIN_SZG01236 1.6346690 0.0466155 35.067 < 2e-16 ***
DESTIN_SZG01241 0.5524475 0.0473193 11.675 < 2e-16 ***
DESTIN_SZG01242 0.9179543 0.0467476 19.636 < 2e-16 ***
DESTIN_SZG01243 1.9309355 0.0461850 41.809 < 2e-16 ***
DESTIN_SZG01246 0.8837590 0.0466589 18.941 < 2e-16 ***
DESTIN_SZG01256 1.5182775 0.0466710 32.532 < 2e-16 ***
DESTIN_SZG01257 2.3814460 0.0463028 51.432 < 2e-16 ***
DESTIN_SZG01258 2.7169407 0.0461951 58.814 < 2e-16 ***
DESTIN_SZG01262 0.4339295 0.0475657 9.123 < 2e-16 ***
DESTIN_SZG01263 2.5777182 0.0460398 55.989 < 2e-16 ***
DESTIN_SZG01264 1.6299257 0.0464848 35.064 < 2e-16 ***
DESTIN_SZG01265 1.4237476 0.0465374 30.594 < 2e-16 ***
DESTIN_SZG01266 1.6858948 0.0463873 36.344 < 2e-16 ***
DESTIN_SZG01267 0.1951598 0.0486012 4.016 5.93e-05 ***
DESTIN_SZG01272 -2.7509796 0.1196028 -23.001 < 2e-16 ***
DESTIN_SZG01273 1.8571874 0.0464458 39.986 < 2e-16 ***
DESTIN_SZG01277 2.6058560 0.0461131 56.510 < 2e-16 ***
DESTIN_SZG01278 1.9725660 0.0463032 42.601 < 2e-16 ***
DESTIN_SZG01283 2.9272347 0.0460372 63.584 < 2e-16 ***
DESTIN_SZG01284 2.6254503 0.0460679 56.991 < 2e-16 ***
DESTIN_SZG01285 2.1356891 0.0461252 46.302 < 2e-16 ***
DESTIN_SZG01286 1.1025244 0.0468987 23.509 < 2e-16 ***
DESTIN_SZG01289 -1.2594069 0.0590359 -21.333 < 2e-16 ***
DESTIN_SZG01293 -2.3562721 0.0868590 -27.128 < 2e-16 ***
DESTIN_SZG01294 1.6195525 0.0466810 34.694 < 2e-16 ***
DESTIN_SZG01295 -0.1843143 0.0509917 -3.615 0.000301 ***
DESTIN_SZG01298 1.7831320 0.0464159 38.416 < 2e-16 ***
DESTIN_SZG01299 1.5639104 0.0467288 33.468 < 2e-16 ***
DESTIN_SZG01304 1.8316154 0.0462728 39.583 < 2e-16 ***
DESTIN_SZG01305 2.1101056 0.0461023 45.770 < 2e-16 ***
DESTIN_SZG01307 0.4576836 0.0497464 9.200 < 2e-16 ***
DESTIN_SZG01308 1.7855825 0.0462243 38.629 < 2e-16 ***
DESTIN_SZG01310 -3.2663754 0.1944840 -16.795 < 2e-16 ***
DESTIN_SZG01316 0.3832533 0.0485063 7.901 2.76e-15 ***
DESTIN_SZG01317 0.4567330 0.0477220 9.571 < 2e-16 ***
DESTIN_SZG01318 0.2413425 0.0485220 4.974 6.56e-07 ***
DESTIN_SZG01319 3.0761891 0.0460369 66.820 < 2e-16 ***
DESTIN_SZG01320 0.6921922 0.0478178 14.476 < 2e-16 ***
DESTIN_SZG01324 1.8937903 0.0484505 39.087 < 2e-16 ***
DESTIN_SZG01325 0.2017993 0.0480272 4.202 2.65e-05 ***
DESTIN_SZG01326 1.7024024 0.0462363 36.820 < 2e-16 ***
DESTIN_SZG01327 1.8719137 0.0462008 40.517 < 2e-16 ***
DESTIN_SZG01328 1.4023989 0.0463477 30.258 < 2e-16 ***
DESTIN_SZG01329 1.3286323 0.0466878 28.458 < 2e-16 ***
DESTIN_SZG01330 2.8816834 0.0461924 62.384 < 2e-16 ***
DESTIN_SZG01331 -3.4037580 0.2622526 -12.979 < 2e-16 ***
DESTIN_SZG01333 0.1812817 0.0485385 3.735 0.000188 ***
DESTIN_SZG01334 0.7044869 0.0476484 14.785 < 2e-16 ***
DESTIN_SZG01335 2.5102474 0.0462320 54.297 < 2e-16 ***
DESTIN_SZG01336 -1.0886355 0.0722841 -15.061 < 2e-16 ***
DESTIN_SZG01337 -0.6678904 0.0544668 -12.262 < 2e-16 ***
DESTIN_SZG01338 -0.5943617 0.0530325 -11.207 < 2e-16 ***
DESTIN_SZG01339 2.8044292 0.0460629 60.883 < 2e-16 ***
DESTIN_SZG01340 1.3778270 0.0467959 29.443 < 2e-16 ***
DESTIN_SZG01341 -2.2266847 0.1066253 -20.883 < 2e-16 ***
DESTIN_SZG01346 1.6048034 0.0464514 34.548 < 2e-16 ***
DESTIN_SZG01347 2.7246662 0.0460522 59.165 < 2e-16 ***
DESTIN_SZG01348 1.3446589 0.0463737 28.996 < 2e-16 ***
DESTIN_SZG01349 2.1386317 0.0462054 46.285 < 2e-16 ***
DESTIN_SZG01350 0.8246982 0.0475734 17.335 < 2e-16 ***
DESTIN_SZG01353 1.6614709 0.0463135 35.874 < 2e-16 ***
DESTIN_SZG01354 0.4723681 0.0473836 9.969 < 2e-16 ***
DESTIN_SZG01355 0.7241020 0.0471845 15.346 < 2e-16 ***
DESTIN_SZG01357 0.2188943 0.0495244 4.420 9.87e-06 ***
DESTIN_SZG01358 2.8329493 0.0460646 61.500 < 2e-16 ***
DESTIN_SZG01359 1.7101108 0.0463725 36.878 < 2e-16 ***
DESTIN_SZG01360 1.5651730 0.0464868 33.669 < 2e-16 ***
DESTIN_SZG01361 1.5727013 0.0467171 33.664 < 2e-16 ***
DESTIN_SZG01362 -0.2566083 0.0543013 -4.726 2.29e-06 ***
DESTIN_SZG01368 0.8614964 0.0467570 18.425 < 2e-16 ***
DESTIN_SZG01369 0.7821592 0.0466961 16.750 < 2e-16 ***
DESTIN_SZG01370 2.3524698 0.0460563 51.078 < 2e-16 ***
DESTIN_SZG01371 1.3476767 0.0465319 28.962 < 2e-16 ***
DESTIN_SZG01372 1.5638796 0.0464319 33.681 < 2e-16 ***
DESTIN_SZG01373 -1.2037586 0.0562252 -21.410 < 2e-16 ***
DESTIN_SZG01374 -0.0739199 0.0480819 -1.537 0.124202
DESTIN_SZG01375 1.9755966 0.0464679 42.515 < 2e-16 ***
DESTIN_SZG01376 0.5680911 0.0488946 11.619 < 2e-16 ***
DESTIN_SZG01379 -1.2518334 0.0780628 -16.036 < 2e-16 ***
DESTIN_SZG01380 3.4487445 0.0459874 74.993 < 2e-16 ***
DESTIN_SZG01381 3.8788194 0.0459708 84.376 < 2e-16 ***
DESTIN_SZG01382 3.0608681 0.0461164 66.373 < 2e-16 ***
DESTIN_SZG01383 0.1254638 0.0498295 2.518 0.011807 *
DESTIN_SZG01388 1.4722656 0.0463411 31.770 < 2e-16 ***
DESTIN_SZG01389 1.1281680 0.0464654 24.280 < 2e-16 ***
DESTIN_SZG01390 1.3398140 0.0464071 28.871 < 2e-16 ***
DESTIN_SZG01391 2.1622163 0.0461688 46.833 < 2e-16 ***
DESTIN_SZG01392 1.7115542 0.0475313 36.009 < 2e-16 ***
DESTIN_SZG01393 0.9595219 0.0466905 20.551 < 2e-16 ***
DESTIN_SZG01394 1.3457804 0.0463126 29.059 < 2e-16 ***
DESTIN_SZG01395 1.2020878 0.0464391 25.885 < 2e-16 ***
DESTIN_SZG01396 2.0000886 0.0462032 43.289 < 2e-16 ***
DESTIN_SZG01397 1.1935538 0.0465254 25.654 < 2e-16 ***
DESTIN_SZG01398 0.6906654 0.0479487 14.404 < 2e-16 ***
DESTIN_SZG01400 1.1095093 0.0472216 23.496 < 2e-16 ***
DESTIN_SZG01401 2.8404193 0.0460301 61.708 < 2e-16 ***
DESTIN_SZG01402 2.1588991 0.0462224 46.707 < 2e-16 ***
DESTIN_SZG01404 1.2697948 0.0508185 24.987 < 2e-16 ***
DESTIN_SZG01410 2.3665409 0.0460727 51.365 < 2e-16 ***
DESTIN_SZG01411 1.4495481 0.0464125 31.232 < 2e-16 ***
DESTIN_SZG01412 2.1392740 0.0460957 46.409 < 2e-16 ***
DESTIN_SZG01413 1.7968532 0.0462239 38.873 < 2e-16 ***
DESTIN_SZG01414 1.4818190 0.0462760 32.021 < 2e-16 ***
DESTIN_SZG01415 1.8788801 0.0462215 40.649 < 2e-16 ***
DESTIN_SZG01416 1.4441795 0.0463978 31.126 < 2e-16 ***
DESTIN_SZG01417 1.6925443 0.0462555 36.591 < 2e-16 ***
DESTIN_SZG01418 1.8345341 0.0462474 39.668 < 2e-16 ***
DESTIN_SZG01419 1.2426587 0.0465483 26.696 < 2e-16 ***
DESTIN_SZG01422 1.9179534 0.0463139 41.412 < 2e-16 ***
DESTIN_SZG01423 2.5344174 0.0461895 54.870 < 2e-16 ***
DESTIN_SZG01430 2.1080404 0.0461739 45.654 < 2e-16 ***
DESTIN_SZG01431 2.4891914 0.0460547 54.049 < 2e-16 ***
DESTIN_SZG01432 2.0858204 0.0460964 45.249 < 2e-16 ***
DESTIN_SZG01433 1.5275070 0.0468142 32.629 < 2e-16 ***
DESTIN_SZG01434 2.4234042 0.0460882 52.582 < 2e-16 ***
DESTIN_SZG01435 2.0275727 0.0461478 43.936 < 2e-16 ***
DESTIN_SZG01436 0.6384929 0.0471004 13.556 < 2e-16 ***
DESTIN_SZG01437 1.5089149 0.0463383 32.563 < 2e-16 ***
DESTIN_SZG01438 2.0906372 0.0461031 45.347 < 2e-16 ***
DESTIN_SZG01439 2.7674485 0.0460397 60.110 < 2e-16 ***
DESTIN_SZG01440 2.1411622 0.0463056 46.240 < 2e-16 ***
DESTIN_SZG01442 0.3222404 0.0487701 6.607 3.91e-11 ***
DESTIN_SZG01443 2.1709151 0.0462686 46.920 < 2e-16 ***
DESTIN_SZG01444 3.1581458 0.0462734 68.250 < 2e-16 ***
DESTIN_SZG01452 2.7502217 0.0460268 59.753 < 2e-16 ***
DESTIN_SZG01453 1.9381289 0.0461785 41.970 < 2e-16 ***
DESTIN_SZG01454 0.8013480 0.0472329 16.966 < 2e-16 ***
DESTIN_SZG01455 1.7053555 0.0464301 36.730 < 2e-16 ***
DESTIN_SZG01456 1.8290492 0.0462585 39.540 < 2e-16 ***
DESTIN_SZG01457 2.6424983 0.0461161 57.301 < 2e-16 ***
DESTIN_SZG01458 3.3693803 0.0459809 73.278 < 2e-16 ***
DESTIN_SZG01459 0.9798681 0.0466084 21.023 < 2e-16 ***
DESTIN_SZG01460 2.2062094 0.0461123 47.844 < 2e-16 ***
DESTIN_SZG01461 1.8891690 0.0463633 40.747 < 2e-16 ***
DESTIN_SZG01464 1.6833181 0.0464364 36.250 < 2e-16 ***
DESTIN_SZG01465 1.4891288 0.0470703 31.636 < 2e-16 ***
DESTIN_SZG01472 1.5729762 0.0464484 33.865 < 2e-16 ***
DESTIN_SZG01473 2.5995656 0.0460581 56.441 < 2e-16 ***
DESTIN_SZG01474 2.3820575 0.0460401 51.739 < 2e-16 ***
DESTIN_SZG01475 2.2253316 0.0460951 48.277 < 2e-16 ***
DESTIN_SZG01476 1.3720886 0.0464429 29.544 < 2e-16 ***
DESTIN_SZG01477 3.2822715 0.0459739 71.394 < 2e-16 ***
DESTIN_SZG01478 1.8472341 0.0461910 39.991 < 2e-16 ***
DESTIN_SZG01479 0.9998008 0.0464980 21.502 < 2e-16 ***
DESTIN_SZG01480 3.2934759 0.0459796 71.629 < 2e-16 ***
DESTIN_SZG01481 2.1892746 0.0462751 47.310 < 2e-16 ***
DESTIN_SZG01482 2.7034295 0.0461548 58.573 < 2e-16 ***
DESTIN_SZG01485 0.8683457 0.0475460 18.263 < 2e-16 ***
DESTIN_SZG01494 2.3335394 0.0461087 50.610 < 2e-16 ***
DESTIN_SZG01495 1.3820100 0.0462837 29.860 < 2e-16 ***
DESTIN_SZG01496 2.4306958 0.0460433 52.791 < 2e-16 ***
DESTIN_SZG01497 1.2463517 0.0464674 26.822 < 2e-16 ***
DESTIN_SZG01498 1.6082333 0.0463069 34.730 < 2e-16 ***
DESTIN_SZG01499 2.0654637 0.0461155 44.789 < 2e-16 ***
DESTIN_SZG01500 1.5719311 0.0466554 33.692 < 2e-16 ***
DESTIN_SZG01501 2.3767883 0.0460760 51.584 < 2e-16 ***
DESTIN_SZG01502 2.4345706 0.0461072 52.802 < 2e-16 ***
DESTIN_SZG01506 -1.5814170 0.0778606 -20.311 < 2e-16 ***
DESTIN_SZG01515 1.1190371 0.0479018 23.361 < 2e-16 ***
DESTIN_SZG01516 2.5471864 0.0460405 55.325 < 2e-16 ***
DESTIN_SZG01517 1.7416073 0.0463479 37.577 < 2e-16 ***
DESTIN_SZG01518 1.1001320 0.0465573 23.630 < 2e-16 ***
DESTIN_SZG01519 1.9345861 0.0465642 41.547 < 2e-16 ***
DESTIN_SZG01520 1.7953810 0.0462001 38.861 < 2e-16 ***
DESTIN_SZG01521 1.2510501 0.0464946 26.907 < 2e-16 ***
DESTIN_SZG01522 2.0772704 0.0461560 45.005 < 2e-16 ***
DESTIN_SZG01523 3.4813571 0.0461071 75.506 < 2e-16 ***
DESTIN_SZG01524 0.9532143 0.0473147 20.146 < 2e-16 ***
DESTIN_SZG01527 -0.4046714 0.0540378 -7.489 6.96e-14 ***
DESTIN_SZG01535 -0.5577711 0.0681275 -8.187 2.67e-16 ***
DESTIN_SZG01536 -0.1050466 0.0507386 -2.070 0.038420 *
DESTIN_SZG01537 1.8125833 0.0462729 39.172 < 2e-16 ***
DESTIN_SZG01538 1.7567012 0.0461838 38.037 < 2e-16 ***
DESTIN_SZG01539 1.9240987 0.0461261 41.714 < 2e-16 ***
DESTIN_SZG01540 1.4361456 0.0462986 31.019 < 2e-16 ***
DESTIN_SZG01541 2.7986556 0.0463487 60.383 < 2e-16 ***
DESTIN_SZG01542 1.1677538 0.0468709 24.914 < 2e-16 ***
DESTIN_SZG01543 0.9109806 0.0525147 17.347 < 2e-16 ***
DESTIN_SZG01544 1.4060056 0.0467557 30.071 < 2e-16 ***
DESTIN_SZG01547 0.7193163 0.0482105 14.920 < 2e-16 ***
DESTIN_SZG01556 -1.2703799 0.0747123 -17.004 < 2e-16 ***
DESTIN_SZG01557 0.4707090 0.0485179 9.702 < 2e-16 ***
DESTIN_SZG01558 2.0198339 0.0475232 42.502 < 2e-16 ***
DESTIN_SZG01559 2.3156882 0.0460678 50.267 < 2e-16 ***
DESTIN_SZG01560 2.4553044 0.0460593 53.307 < 2e-16 ***
DESTIN_SZG01561 1.8746422 0.0463390 40.455 < 2e-16 ***
DESTIN_SZG01562 -0.4006940 0.0488346 -8.205 2.30e-16 ***
DESTIN_SZG01563 0.7215628 0.0467866 15.422 < 2e-16 ***
DESTIN_SZG01564 1.1540723 0.0466111 24.760 < 2e-16 ***
DESTIN_SZG01565 1.9834978 0.0463113 42.830 < 2e-16 ***
DESTIN_SZG01566 0.2536450 0.0486918 5.209 1.90e-07 ***
DESTIN_SZG01567 0.3981579 0.0490368 8.120 4.68e-16 ***
DESTIN_SZG01568 1.0389986 0.0474450 21.899 < 2e-16 ***
DESTIN_SZG01578 -1.7833588 0.1091496 -16.339 < 2e-16 ***
DESTIN_SZG01580 -0.4538527 0.0516322 -8.790 < 2e-16 ***
DESTIN_SZG01581 2.1596144 0.0461390 46.807 < 2e-16 ***
DESTIN_SZG01582 2.2995765 0.0460705 49.914 < 2e-16 ***
DESTIN_SZG01583 1.0384573 0.0500141 20.763 < 2e-16 ***
DESTIN_SZG01584 0.6451575 0.0474340 13.601 < 2e-16 ***
DESTIN_SZG01585 1.4793635 0.0465045 31.811 < 2e-16 ***
DESTIN_SZG01586 2.1054580 0.0461818 45.591 < 2e-16 ***
DESTIN_SZG01589 0.6678879 0.0476425 14.019 < 2e-16 ***
DESTIN_SZG01590 1.1849794 0.0477199 24.832 < 2e-16 ***
DESTIN_SZG01600 1.0861271 0.0479933 22.631 < 2e-16 ***
DESTIN_SZG01601 1.0556853 0.0464424 22.731 < 2e-16 ***
DESTIN_SZG01602 1.6493316 0.0463598 35.577 < 2e-16 ***
DESTIN_SZG01603 2.7123707 0.0460703 58.875 < 2e-16 ***
DESTIN_SZG01604 0.5595764 0.0470185 11.901 < 2e-16 ***
DESTIN_SZG01605 1.6465951 0.0462484 35.603 < 2e-16 ***
DESTIN_SZG01606 1.0440020 0.0477538 21.862 < 2e-16 ***
DESTIN_SZG01607 2.5256285 0.0460965 54.790 < 2e-16 ***
DESTIN_SZG01608 1.7070476 0.0463098 36.862 < 2e-16 ***
DESTIN_SZG01609 2.3299786 0.0461759 50.459 < 2e-16 ***
DESTIN_SZG01610 0.1745590 0.0525187 3.324 0.000888 ***
DESTIN_SZG01622 1.5912538 0.0471274 33.765 < 2e-16 ***
DESTIN_SZG01623 2.0873939 0.0460986 45.281 < 2e-16 ***
DESTIN_SZG01624 2.7410957 0.0460585 59.513 < 2e-16 ***
DESTIN_SZG01625 1.9636481 0.0462363 42.470 < 2e-16 ***
DESTIN_SZG01626 3.6272667 0.0459658 78.912 < 2e-16 ***
DESTIN_SZG01627 0.7495643 0.0467236 16.043 < 2e-16 ***
DESTIN_SZG01628 2.8443749 0.0460364 61.785 < 2e-16 ***
DESTIN_SZG01629 0.1845173 0.0479759 3.846 0.000120 ***
DESTIN_SZG01630 0.7386946 0.0472543 15.632 < 2e-16 ***
DESTIN_SZG01631 -0.0152905 0.0495517 -0.309 0.757644
DESTIN_SZG01642 -0.8103456 0.0557737 -14.529 < 2e-16 ***
DESTIN_SZG01643 1.6105133 0.0462608 34.814 < 2e-16 ***
DESTIN_SZG01644 1.5661681 0.0465783 33.624 < 2e-16 ***
DESTIN_SZG01645 1.5537784 0.0463154 33.548 < 2e-16 ***
DESTIN_SZG01646 1.8268070 0.0465273 39.263 < 2e-16 ***
DESTIN_SZG01647 1.4939821 0.0462906 32.274 < 2e-16 ***
DESTIN_SZG01648 1.6006409 0.0462561 34.604 < 2e-16 ***
DESTIN_SZG01649 2.3565122 0.0460896 51.129 < 2e-16 ***
DESTIN_SZG01650 1.5562664 0.0464756 33.486 < 2e-16 ***
DESTIN_SZG01664 -2.6948145 0.1249929 -21.560 < 2e-16 ***
DESTIN_SZG01665 2.2506767 0.0460792 48.844 < 2e-16 ***
DESTIN_SZG01666 2.3032649 0.0460786 49.986 < 2e-16 ***
DESTIN_SZG01667 1.0615744 0.0485111 21.883 < 2e-16 ***
DESTIN_SZG01668 1.4211164 0.0463825 30.639 < 2e-16 ***
DESTIN_SZG01670 2.1674790 0.0461234 46.993 < 2e-16 ***
DESTIN_SZG01671 2.0886619 0.0470509 44.392 < 2e-16 ***
DESTIN_SZG01672 1.1557001 0.0473192 24.424 < 2e-16 ***
DESTIN_SZG01684 1.7574110 0.0468284 37.529 < 2e-16 ***
DESTIN_SZG01685 0.9012434 0.0466975 19.300 < 2e-16 ***
DESTIN_SZG01686 1.6517952 0.0462497 35.715 < 2e-16 ***
DESTIN_SZG01687 1.8225488 0.0463830 39.293 < 2e-16 ***
DESTIN_SZG01688 1.3747446 0.0463785 29.642 < 2e-16 ***
DESTIN_SZG01689 0.9001488 0.0468898 19.197 < 2e-16 ***
DESTIN_SZG01690 0.5000259 0.0475657 10.512 < 2e-16 ***
DESTIN_SZG01691 2.4533882 0.0461103 53.207 < 2e-16 ***
DESTIN_SZG01692 0.5637667 0.0478263 11.788 < 2e-16 ***
DESTIN_SZG01706 1.4506676 0.0465158 31.187 < 2e-16 ***
DESTIN_SZG01707 0.8314979 0.0465899 17.847 < 2e-16 ***
DESTIN_SZG01708 1.4133743 0.0463105 30.520 < 2e-16 ***
DESTIN_SZG01709 2.1348249 0.0461321 46.276 < 2e-16 ***
DESTIN_SZG01710 2.0957735 0.0461761 45.387 < 2e-16 ***
DESTIN_SZG01711 3.0424360 0.0460313 66.095 < 2e-16 ***
DESTIN_SZG01712 2.2602732 0.0461011 49.029 < 2e-16 ***
DESTIN_SZG01713 0.0971383 0.0483164 2.010 0.044382 *
DESTIN_SZG01714 1.5335219 0.0465956 32.911 < 2e-16 ***
DESTIN_SZG01727 2.0137213 0.0462113 43.576 < 2e-16 ***
DESTIN_SZG01728 2.0938293 0.0461187 45.401 < 2e-16 ***
DESTIN_SZG01729 2.1649272 0.0460945 46.967 < 2e-16 ***
DESTIN_SZG01730 1.2715000 0.0466998 27.227 < 2e-16 ***
DESTIN_SZG01731 2.1276725 0.0461834 46.070 < 2e-16 ***
DESTIN_SZG01732 2.0614262 0.0461279 44.689 < 2e-16 ***
DESTIN_SZG01733 1.0954985 0.0465845 23.516 < 2e-16 ***
DESTIN_SZG01734 2.3387401 0.0461439 50.684 < 2e-16 ***
DESTIN_SZG01735 1.6597021 0.0479072 34.644 < 2e-16 ***
DESTIN_SZG01748 1.1236630 0.0467158 24.053 < 2e-16 ***
DESTIN_SZG01749 2.2710284 0.0460716 49.293 < 2e-16 ***
DESTIN_SZG01750 2.2155657 0.0460965 48.064 < 2e-16 ***
DESTIN_SZG01751 1.6381279 0.0463058 35.376 < 2e-16 ***
DESTIN_SZG01753 2.2629591 0.0461167 49.070 < 2e-16 ***
DESTIN_SZG01754 3.4400968 0.0459783 74.820 < 2e-16 ***
DESTIN_SZG01755 2.8722389 0.0460337 62.394 < 2e-16 ***
DESTIN_SZG01756 2.0518634 0.0462234 44.390 < 2e-16 ***
DESTIN_SZG01757 0.5110934 0.0507750 10.066 < 2e-16 ***
DESTIN_SZG01769 1.5485647 0.0463372 33.419 < 2e-16 ***
DESTIN_SZG01770 1.3224322 0.0463829 28.511 < 2e-16 ***
DESTIN_SZG01771 2.3223663 0.0461576 50.314 < 2e-16 ***
DESTIN_SZG01772 2.6426823 0.0463947 56.961 < 2e-16 ***
DESTIN_SZG01774 1.5487589 0.0464096 33.372 < 2e-16 ***
DESTIN_SZG01775 1.2214452 0.0465656 26.231 < 2e-16 ***
DESTIN_SZG01776 3.5075222 0.0459822 76.280 < 2e-16 ***
DESTIN_SZG01777 1.7149699 0.0463991 36.961 < 2e-16 ***
DESTIN_SZG01778 0.7930846 0.0503368 15.756 < 2e-16 ***
DESTIN_SZG01790 2.2955909 0.0461613 49.730 < 2e-16 ***
DESTIN_SZG01791 1.7873662 0.0462580 38.639 < 2e-16 ***
DESTIN_SZG01792 1.9294145 0.0464173 41.567 < 2e-16 ***
DESTIN_SZG01793 1.8258001 0.0462413 39.484 < 2e-16 ***
DESTIN_SZG01794 2.9641595 0.0464567 63.805 < 2e-16 ***
DESTIN_SZG01795 -0.1319816 0.0506467 -2.606 0.009163 **
DESTIN_SZG01796 2.1861839 0.0462124 47.307 < 2e-16 ***
DESTIN_SZG01797 1.8844397 0.0462185 40.772 < 2e-16 ***
DESTIN_SZG01798 2.2727506 0.0461842 49.211 < 2e-16 ***
DESTIN_SZG01799 1.2730731 0.0467634 27.224 < 2e-16 ***
DESTIN_SZG01800 -0.3553592 0.0679873 -5.227 1.72e-07 ***
DESTIN_SZG01811 1.3818752 0.0464931 29.722 < 2e-16 ***
DESTIN_SZG01812 2.6820078 0.0460230 58.275 < 2e-16 ***
DESTIN_SZG01813 2.8253148 0.0460174 61.397 < 2e-16 ***
DESTIN_SZG01817 0.7681146 0.0473819 16.211 < 2e-16 ***
DESTIN_SZG01818 1.7786916 0.0462873 38.427 < 2e-16 ***
DESTIN_SZG01819 3.5057619 0.0459849 76.237 < 2e-16 ***
DESTIN_SZG01820 -1.1237192 0.0615661 -18.252 < 2e-16 ***
DESTIN_SZG01832 2.6454143 0.0460854 57.402 < 2e-16 ***
DESTIN_SZG01833 1.3313457 0.0464058 28.689 < 2e-16 ***
DESTIN_SZG01834 1.2902059 0.0463803 27.818 < 2e-16 ***
DESTIN_SZG01835 1.4166643 0.0464899 30.472 < 2e-16 ***
DESTIN_SZG01837 1.5406458 0.0478962 32.166 < 2e-16 ***
DESTIN_SZG01839 0.8738792 0.0472982 18.476 < 2e-16 ***
DESTIN_SZG01840 3.3559223 0.0460065 72.944 < 2e-16 ***
DESTIN_SZG01841 0.2066369 0.0509775 4.053 5.05e-05 ***
DESTIN_SZG01842 1.4343293 0.0480855 29.829 < 2e-16 ***
DESTIN_SZG01853 1.6282505 0.0462626 35.196 < 2e-16 ***
DESTIN_SZG01854 1.9479472 0.0461682 42.192 < 2e-16 ***
DESTIN_SZG01855 2.3878220 0.0461202 51.774 < 2e-16 ***
DESTIN_SZG01858 2.0145778 0.0466689 43.167 < 2e-16 ***
DESTIN_SZG01860 1.6512931 0.0492419 33.534 < 2e-16 ***
DESTIN_SZG01861 2.0284724 0.0463165 43.796 < 2e-16 ***
DESTIN_SZG01874 1.3322994 0.0468187 28.457 < 2e-16 ***
DESTIN_SZG01875 -0.1925114 0.0499196 -3.856 0.000115 ***
DESTIN_SZG01876 0.8288273 0.0507131 16.343 < 2e-16 ***
DESTIN_SZG01877 2.1588613 0.0461557 46.773 < 2e-16 ***
DESTIN_SZG01880 0.9705487 0.0479632 20.235 < 2e-16 ***
DESTIN_SZG01882 2.0434475 0.0463190 44.117 < 2e-16 ***
DESTIN_SZG01883 1.0481223 0.0496985 21.090 < 2e-16 ***
DESTIN_SZG01895 1.8660174 0.0462218 40.371 < 2e-16 ***
DESTIN_SZG01896 1.2102623 0.0465464 26.001 < 2e-16 ***
DESTIN_SZG01897 0.7814549 0.0473422 16.507 < 2e-16 ***
DESTIN_SZG01898 0.1864161 0.0516866 3.607 0.000310 ***
DESTIN_SZG01901 1.1212518 0.0504302 22.234 < 2e-16 ***
DESTIN_SZG01903 0.5815580 0.0489092 11.891 < 2e-16 ***
DESTIN_SZG01917 0.9805960 0.0467162 20.991 < 2e-16 ***
DESTIN_SZG01918 2.6200283 0.0463061 56.581 < 2e-16 ***
DESTIN_SZG01919 2.4883171 0.0461243 53.948 < 2e-16 ***
DESTIN_SZG01922 1.6113128 0.0470062 34.279 < 2e-16 ***
DESTIN_SZG01924 0.6098092 0.0495242 12.313 < 2e-16 ***
DESTIN_SZG01937 1.3845722 0.0465181 29.764 < 2e-16 ***
DESTIN_SZG01938 2.4283772 0.0461117 52.663 < 2e-16 ***
DESTIN_SZG01939 1.5501659 0.0465936 33.270 < 2e-16 ***
DESTIN_SZG01942 0.2516837 0.0500309 5.031 4.89e-07 ***
DESTIN_SZG01959 1.1434710 0.0467990 24.434 < 2e-16 ***
DESTIN_SZG01960 3.5820921 0.0459681 77.926 < 2e-16 ***
DESTIN_SZG01961 1.1144821 0.0469650 23.730 < 2e-16 ***
DESTIN_SZG01962 1.9660521 0.0463051 42.459 < 2e-16 ***
DESTIN_SZG01964 2.5293609 0.0472307 53.553 < 2e-16 ***
DESTIN_SZG01979 1.3640878 0.0466668 29.230 < 2e-16 ***
DESTIN_SZG01980 1.5636623 0.0463694 33.722 < 2e-16 ***
DESTIN_SZG01981 1.5890908 0.0464620 34.202 < 2e-16 ***
DESTIN_SZG01982 2.1917282 0.0464386 47.196 < 2e-16 ***
DESTIN_SZG01983 1.9790472 0.0463034 42.741 < 2e-16 ***
DESTIN_SZG01984 1.7750855 0.0463201 38.322 < 2e-16 ***
DESTIN_SZG01985 2.2343465 0.0462445 48.316 < 2e-16 ***
DESTIN_SZG02001 1.5353025 0.0463640 33.114 < 2e-16 ***
DESTIN_SZG02002 1.8959099 0.0461647 41.068 < 2e-16 ***
DESTIN_SZG02003 2.5404165 0.0461011 55.105 < 2e-16 ***
DESTIN_SZG02004 2.8656282 0.0460861 62.180 < 2e-16 ***
DESTIN_SZG02005 1.6853066 0.0463245 36.380 < 2e-16 ***
DESTIN_SZG02006 2.7681509 0.0461183 60.023 < 2e-16 ***
DESTIN_SZG02007 -0.3302161 0.0537790 -6.140 8.24e-10 ***
DESTIN_SZG02022 2.2106088 0.0463297 47.715 < 2e-16 ***
DESTIN_SZG02023 2.2887200 0.0461385 49.605 < 2e-16 ***
DESTIN_SZG02024 2.6447562 0.0460647 57.414 < 2e-16 ***
DESTIN_SZG02025 1.6100866 0.0463491 34.738 < 2e-16 ***
DESTIN_SZG02026 0.9051906 0.0472483 19.158 < 2e-16 ***
DESTIN_SZG02027 2.5731498 0.0461078 55.807 < 2e-16 ***
DESTIN_SZG02043 0.7607681 0.0471520 16.134 < 2e-16 ***
DESTIN_SZG02044 1.5617725 0.0463084 33.725 < 2e-16 ***
DESTIN_SZG02045 1.2706246 0.0474216 26.794 < 2e-16 ***
DESTIN_SZG02046 2.7264912 0.0460380 59.223 < 2e-16 ***
DESTIN_SZG02047 1.0285572 0.0467678 21.993 < 2e-16 ***
DESTIN_SZG02048 1.1823531 0.0466374 25.352 < 2e-16 ***
DESTIN_SZG02049 -0.5367127 0.0533691 -10.057 < 2e-16 ***
DESTIN_SZG02064 1.4671903 0.0464592 31.580 < 2e-16 ***
DESTIN_SZG02065 1.2471617 0.0465325 26.802 < 2e-16 ***
DESTIN_SZG02066 -0.2408228 0.0555115 -4.338 1.44e-05 ***
DESTIN_SZG02067 3.9872006 0.0459559 86.762 < 2e-16 ***
DESTIN_SZG02068 1.2126516 0.0475477 25.504 < 2e-16 ***
DESTIN_SZG02069 1.3778277 0.0466042 29.564 < 2e-16 ***
DESTIN_SZG02085 1.4515079 0.0465559 31.178 < 2e-16 ***
DESTIN_SZG02086 2.7692124 0.0460467 60.139 < 2e-16 ***
DESTIN_SZG02087 2.5932840 0.0460712 56.289 < 2e-16 ***
DESTIN_SZG02088 1.7627709 0.0462443 38.119 < 2e-16 ***
DESTIN_SZG02089 1.4340525 0.0467671 30.664 < 2e-16 ***
DESTIN_SZG02090 3.6363541 0.0459738 79.096 < 2e-16 ***
DESTIN_SZG02091 -0.8393008 0.0768895 -10.916 < 2e-16 ***
DESTIN_SZG02105 0.7591095 0.0882705 8.600 < 2e-16 ***
DESTIN_SZG02106 0.0715193 0.0483186 1.480 0.138830
DESTIN_SZG02107 2.6942542 0.0460509 58.506 < 2e-16 ***
DESTIN_SZG02108 2.5051049 0.0461267 54.309 < 2e-16 ***
DESTIN_SZG02109 1.5658913 0.0463412 33.790 < 2e-16 ***
DESTIN_SZG02110 0.9182948 0.0473931 19.376 < 2e-16 ***
DESTIN_SZG02111 -0.0443847 0.0564254 -0.787 0.431511
DESTIN_SZG02128 1.5103823 0.0467948 32.277 < 2e-16 ***
DESTIN_SZG02129 1.0759731 0.0469280 22.928 < 2e-16 ***
DESTIN_SZG02130 1.8119677 0.0462102 39.211 < 2e-16 ***
DESTIN_SZG02131 1.8124762 0.0464601 39.011 < 2e-16 ***
DESTIN_SZG02132 1.5489941 0.0464714 33.332 < 2e-16 ***
DESTIN_SZG02148 0.8759413 0.0480099 18.245 < 2e-16 ***
DESTIN_SZG02149 0.8801179 0.0471352 18.672 < 2e-16 ***
DESTIN_SZG02150 1.2906973 0.0465696 27.715 < 2e-16 ***
DESTIN_SZG02151 3.0710337 0.0460034 66.757 < 2e-16 ***
DESTIN_SZG02152 2.2064826 0.0461848 47.775 < 2e-16 ***
DESTIN_SZG02153 0.9321715 0.0472269 19.738 < 2e-16 ***
DESTIN_SZG02171 2.0192251 0.0462093 43.697 < 2e-16 ***
DESTIN_SZG02172 0.7552380 0.0472511 15.984 < 2e-16 ***
DESTIN_SZG02173 1.2706800 0.0464827 27.337 < 2e-16 ***
DESTIN_SZG02174 1.7197503 0.0463998 37.064 < 2e-16 ***
DESTIN_SZG02191 2.0493085 0.0464786 44.091 < 2e-16 ***
DESTIN_SZG02192 0.9108841 0.0471061 19.337 < 2e-16 ***
DESTIN_SZG02193 1.8120788 0.0462981 39.139 < 2e-16 ***
DESTIN_SZG02194 1.7856941 0.0462647 38.597 < 2e-16 ***
DESTIN_SZG02195 0.4324127 0.0570313 7.582 3.40e-14 ***
DESTIN_SZG02212 2.0283735 0.0477718 42.460 < 2e-16 ***
DESTIN_SZG02213 1.8467219 0.0466031 39.627 < 2e-16 ***
DESTIN_SZG02214 2.5523168 0.0464061 55.000 < 2e-16 ***
DESTIN_SZG02215 1.0508306 0.0468161 22.446 < 2e-16 ***
DESTIN_SZG02216 2.0491141 0.0462777 44.279 < 2e-16 ***
DESTIN_SZG02233 2.6617484 0.0469041 56.749 < 2e-16 ***
DESTIN_SZG02234 2.8119020 0.0466016 60.339 < 2e-16 ***
DESTIN_SZG02235 1.7074972 0.0467713 36.507 < 2e-16 ***
DESTIN_SZG02236 0.5484730 0.0478330 11.466 < 2e-16 ***
DESTIN_SZG02237 1.3506491 0.0473056 28.552 < 2e-16 ***
DESTIN_SZG02256 1.5048716 0.0475694 31.635 < 2e-16 ***
DESTIN_SZG02257 -0.6707192 0.0526871 -12.730 < 2e-16 ***
DESTIN_SZG02258 1.4310736 0.0464890 30.783 < 2e-16 ***
DESTIN_SZG02259 2.3074693 0.0469878 49.108 < 2e-16 ***
DESTIN_SZG02277 0.7583040 0.0520502 14.569 < 2e-16 ***
DESTIN_SZG02278 0.6483766 0.0484819 13.374 < 2e-16 ***
DESTIN_SZG02279 1.5165674 0.0464811 32.628 < 2e-16 ***
DESTIN_SZG02280 -0.1505871 0.0557827 -2.700 0.006944 **
DESTIN_SZG02297 1.0256245 0.0486111 21.099 < 2e-16 ***
DESTIN_SZG02300 0.3761513 0.0499671 7.528 5.15e-14 ***
DESTIN_SZG02301 1.1077132 0.0469338 23.602 < 2e-16 ***
DESTIN_SZG02318 3.1919818 0.0462364 69.036 < 2e-16 ***
DESTIN_SZG02319 3.0850148 0.0461793 66.805 < 2e-16 ***
DESTIN_SZG02322 1.5661154 0.0468444 33.432 < 2e-16 ***
DESTIN_SZG02337 1.9389009 0.0484647 40.006 < 2e-16 ***
DESTIN_SZG02341 3.2877401 0.0461622 71.222 < 2e-16 ***
DESTIN_SZG02343 0.6851372 0.0476141 14.389 < 2e-16 ***
DESTIN_SZG02361 2.0896982 0.0467169 44.731 < 2e-16 ***
DESTIN_SZG02364 -0.5861898 0.0546035 -10.735 < 2e-16 ***
DESTIN_SZG02379 1.0121924 0.0522795 19.361 < 2e-16 ***
DESTIN_SZG02384 2.6727215 0.0463727 57.636 < 2e-16 ***
DESTIN_SZG02405 3.0588119 0.0461475 66.283 < 2e-16 ***
DESTIN_SZG02406 -0.0017748 0.0517640 -0.034 0.972649
DESTIN_SZG02426 2.3959588 0.0472036 50.758 < 2e-16 ***
DESTIN_SZG02427 2.6393275 0.0463818 56.904 < 2e-16 ***
DESTIN_SZG02505 2.6106627 0.0493630 52.887 < 2e-16 ***
log(BIZ_COUNT) NA NA NA NA
log(FnB_COUNT) NA NA NA NA
log(FINSERV_COUNT) NA NA NA NA
log(BUSSTOP_COUNT) NA NA NA NA
log(TEXIT_COUNT) NA NA NA NA
log(HDB_COUNT) NA NA NA NA
log(dist) -1.4595199 0.0002585 -5646.386 < 2e-16 ***
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
(Dispersion parameter for poisson family taken to be 1)
Null deviance: 98771330 on 65139 degrees of freedom
Residual deviance: 44551513 on 64321 degrees of freedom
AIC: 44911352
Number of Fisher Scoring iterations: 8We can examine how the constraints hold for destinations this time.
CalcRSquared(decSIM$data$MORNING_PEAK, decSIM$fitted.values)[1] 0.3445492Doubly constrained
In this section, we will fit a doubly constrained SIM by using the code chunk below.
dbcSIM <- glm(formula = MORNING_PEAK ~
ORIGIN_SZ +
DESTIN_SZ +
log(dist),
family = poisson(link = "log"),
data = SIM_data,
na.action = na.exclude)
summary(dbcSIM)
Call:
glm(formula = MORNING_PEAK ~ ORIGIN_SZ + DESTIN_SZ + log(dist),
family = poisson(link = "log"), data = SIM_data, na.action = na.exclude)
Coefficients:
Estimate Std. Error z value Pr(>|z|)
(Intercept) 15.4942090 0.1103022 140.471 < 2e-16 ***
ORIGIN_SZG00044 -2.2261649 0.1714014 -12.988 < 2e-16 ***
ORIGIN_SZG00046 -0.9391965 0.1331280 -7.055 1.73e-12 ***
ORIGIN_SZG00066 -1.6333096 0.1603154 -10.188 < 2e-16 ***
ORIGIN_SZG00067 1.2322059 0.1029843 11.965 < 2e-16 ***
ORIGIN_SZG00068 -1.6039500 0.1639164 -9.785 < 2e-16 ***
ORIGIN_SZG00086 -0.9148277 0.1229765 -7.439 1.01e-13 ***
ORIGIN_SZG00087 -0.1331171 0.1293397 -1.029 0.303383
ORIGIN_SZG00088 1.8650144 0.1015745 18.361 < 2e-16 ***
ORIGIN_SZG00089 0.3037941 0.1122312 2.707 0.006792 **
ORIGIN_SZG00090 0.4332718 0.1664561 2.603 0.009243 **
ORIGIN_SZG00109 -0.0501938 0.1414406 -0.355 0.722683
ORIGIN_SZG00110 0.2439160 0.1236881 1.972 0.048607 *
ORIGIN_SZG00111 3.6693504 0.1012040 36.257 < 2e-16 ***
ORIGIN_SZG00112 -0.4720571 0.1191661 -3.961 7.45e-05 ***
ORIGIN_SZG00128 2.8173803 0.1045258 26.954 < 2e-16 ***
ORIGIN_SZG00129 -0.2095342 0.2144718 -0.977 0.328580
ORIGIN_SZG00130 -0.0932297 0.1172665 -0.795 0.426599
ORIGIN_SZG00131 0.0548677 0.1065627 0.515 0.606632
ORIGIN_SZG00132 -0.1650509 0.1112830 -1.483 0.138031
ORIGIN_SZG00133 0.6478961 0.1070772 6.051 1.44e-09 ***
ORIGIN_SZG00134 3.5920244 0.1037597 34.619 < 2e-16 ***
ORIGIN_SZG00150 3.7030609 0.1024235 36.154 < 2e-16 ***
ORIGIN_SZG00151 0.7121524 0.1164906 6.113 9.75e-10 ***
ORIGIN_SZG00152 0.1702301 0.1294176 1.315 0.188391
ORIGIN_SZG00153 0.9277519 0.1088952 8.520 < 2e-16 ***
ORIGIN_SZG00154 3.5888818 0.1005865 35.680 < 2e-16 ***
ORIGIN_SZG00155 0.7950126 0.1054865 7.537 4.82e-14 ***
ORIGIN_SZG00156 1.6997660 0.1076343 15.792 < 2e-16 ***
ORIGIN_SZG00172 1.7857644 0.1262030 14.150 < 2e-16 ***
ORIGIN_SZG00174 0.6816211 0.1108080 6.151 7.68e-10 ***
ORIGIN_SZG00175 3.4584193 0.1009408 34.262 < 2e-16 ***
ORIGIN_SZG00176 4.3716371 0.1004260 43.531 < 2e-16 ***
ORIGIN_SZG00195 -0.5653621 0.1291233 -4.378 1.20e-05 ***
ORIGIN_SZG00196 0.3829824 0.1088526 3.518 0.000434 ***
ORIGIN_SZG00197 -0.1734698 0.1488434 -1.165 0.243836
ORIGIN_SZG00215 0.7152806 0.1300940 5.498 3.84e-08 ***
ORIGIN_SZG00216 4.8326685 0.1006133 48.032 < 2e-16 ***
ORIGIN_SZG00217 2.0536397 0.1024824 20.039 < 2e-16 ***
ORIGIN_SZG00237 -0.7852855 0.1857893 -4.227 2.37e-05 ***
ORIGIN_SZG00238 0.8727845 0.1126938 7.745 9.58e-15 ***
ORIGIN_SZG00239 0.1656299 0.1874028 0.884 0.376795
ORIGIN_SZG00257 -0.2848797 0.1155207 -2.466 0.013661 *
ORIGIN_SZG00258 1.6611126 0.1040811 15.960 < 2e-16 ***
ORIGIN_SZG00259 1.0011388 0.1082591 9.248 < 2e-16 ***
ORIGIN_SZG00278 0.4728009 0.1078236 4.385 1.16e-05 ***
ORIGIN_SZG00279 0.1461150 0.1093553 1.336 0.181501
ORIGIN_SZG00280 0.7239146 0.1101490 6.572 4.96e-11 ***
ORIGIN_SZG00298 -2.9826533 0.3484528 -8.560 < 2e-16 ***
ORIGIN_SZG00299 -0.3403259 0.1122081 -3.033 0.002421 **
ORIGIN_SZG00300 3.6162468 0.1008458 35.859 < 2e-16 ***
ORIGIN_SZG00320 -1.1529101 0.1191018 -9.680 < 2e-16 ***
ORIGIN_SZG00321 0.8854067 0.1233891 7.176 7.19e-13 ***
ORIGIN_SZG00322 1.4506023 0.1107550 13.097 < 2e-16 ***
ORIGIN_SZG00340 1.2379446 0.1043173 11.867 < 2e-16 ***
ORIGIN_SZG00341 -0.4339660 0.1098381 -3.951 7.78e-05 ***
ORIGIN_SZG00342 0.7915909 0.1086123 7.288 3.14e-13 ***
ORIGIN_SZG00363 0.9180813 0.1071693 8.567 < 2e-16 ***
ORIGIN_SZG00364 1.7132673 0.1039538 16.481 < 2e-16 ***
ORIGIN_SZG00383 0.6494891 0.1052656 6.170 6.83e-10 ***
ORIGIN_SZG00384 -0.0679253 0.1131947 -0.600 0.548456
ORIGIN_SZG00385 1.1744545 0.1105927 10.620 < 2e-16 ***
ORIGIN_SZG00404 1.4131898 0.1062469 13.301 < 2e-16 ***
ORIGIN_SZG00405 -0.0003367 0.1116602 -0.003 0.997594
ORIGIN_SZG00406 5.5525520 0.1004899 55.255 < 2e-16 ***
ORIGIN_SZG00407 1.5048962 0.1103105 13.642 < 2e-16 ***
ORIGIN_SZG00408 2.2741472 0.1030831 22.061 < 2e-16 ***
ORIGIN_SZG00425 -1.1069089 0.1337216 -8.278 < 2e-16 ***
ORIGIN_SZG00426 0.8811736 0.1047303 8.414 < 2e-16 ***
ORIGIN_SZG00427 0.7188642 0.1065115 6.749 1.49e-11 ***
ORIGIN_SZG00428 0.4585322 0.1271503 3.606 0.000311 ***
ORIGIN_SZG00429 1.5170898 0.1030662 14.720 < 2e-16 ***
ORIGIN_SZG00446 0.3995715 0.1166063 3.427 0.000611 ***
ORIGIN_SZG00447 0.0396371 0.1099247 0.361 0.718410
ORIGIN_SZG00448 1.4076206 0.1042769 13.499 < 2e-16 ***
ORIGIN_SZG00449 4.7171668 0.1006893 46.849 < 2e-16 ***
ORIGIN_SZG00450 1.5420782 0.1024164 15.057 < 2e-16 ***
ORIGIN_SZG00468 1.6620068 0.1042315 15.945 < 2e-16 ***
ORIGIN_SZG00469 2.3395126 0.1019933 22.938 < 2e-16 ***
ORIGIN_SZG00470 4.7027682 0.1006175 46.739 < 2e-16 ***
ORIGIN_SZG00471 2.5396738 0.1018140 24.944 < 2e-16 ***
ORIGIN_SZG00488 0.1886708 0.1158543 1.629 0.103415
ORIGIN_SZG00489 -1.3977461 0.2695129 -5.186 2.15e-07 ***
ORIGIN_SZG00490 3.2397857 0.1011340 32.035 < 2e-16 ***
ORIGIN_SZG00491 3.7271659 0.1007717 36.986 < 2e-16 ***
ORIGIN_SZG00493 -0.9359380 0.1713299 -5.463 4.69e-08 ***
ORIGIN_SZG00494 1.0467349 0.1165886 8.978 < 2e-16 ***
ORIGIN_SZG00509 0.3275382 0.1061067 3.087 0.002023 **
ORIGIN_SZG00510 0.9203041 0.1035195 8.890 < 2e-16 ***
ORIGIN_SZG00511 2.6551949 0.1010501 26.276 < 2e-16 ***
ORIGIN_SZG00512 5.2569915 0.1005496 52.283 < 2e-16 ***
ORIGIN_SZG00513 1.8380375 0.1033583 17.783 < 2e-16 ***
ORIGIN_SZG00514 1.6921683 0.1070905 15.801 < 2e-16 ***
ORIGIN_SZG00515 0.1442498 0.1703974 0.847 0.397247
ORIGIN_SZG00530 -0.7243171 0.1290900 -5.611 2.01e-08 ***
ORIGIN_SZG00531 1.4649529 0.1026016 14.278 < 2e-16 ***
ORIGIN_SZG00532 1.1321610 0.1030966 10.982 < 2e-16 ***
ORIGIN_SZG00533 4.9659337 0.1005495 49.388 < 2e-16 ***
ORIGIN_SZG00534 5.5441306 0.1005663 55.129 < 2e-16 ***
ORIGIN_SZG00536 2.2556561 0.1036769 21.757 < 2e-16 ***
ORIGIN_SZG00537 0.2416097 0.1703028 1.419 0.155985
ORIGIN_SZG00538 0.1618825 0.2276365 0.711 0.476995
ORIGIN_SZG00539 -1.0001450 0.5868826 -1.704 0.088350 .
ORIGIN_SZG00551 -0.7287037 0.1141513 -6.384 1.73e-10 ***
ORIGIN_SZG00552 1.7703811 0.1070876 16.532 < 2e-16 ***
ORIGIN_SZG00553 1.2627395 0.1022665 12.348 < 2e-16 ***
ORIGIN_SZG00554 4.8703944 0.1005596 48.433 < 2e-16 ***
ORIGIN_SZG00555 4.2979333 0.1007491 42.660 < 2e-16 ***
ORIGIN_SZG00559 0.7700466 0.1374366 5.603 2.11e-08 ***
ORIGIN_SZG00560 3.1402743 0.1112643 28.224 < 2e-16 ***
ORIGIN_SZG00572 -1.9278363 0.2454531 -7.854 4.02e-15 ***
ORIGIN_SZG00573 -0.2029375 0.1095985 -1.852 0.064077 .
ORIGIN_SZG00574 1.3123306 0.1067832 12.290 < 2e-16 ***
ORIGIN_SZG00575 5.9738460 0.1005239 59.427 < 2e-16 ***
ORIGIN_SZG00576 4.5204334 0.1006213 44.925 < 2e-16 ***
ORIGIN_SZG00578 -0.2018923 0.1470308 -1.373 0.169712
ORIGIN_SZG00582 0.1228583 0.1471102 0.835 0.403636
ORIGIN_SZG00583 -0.0166328 0.2208708 -0.075 0.939972
ORIGIN_SZG00584 3.3493055 0.1148029 29.174 < 2e-16 ***
ORIGIN_SZG00593 1.1378569 0.1120740 10.153 < 2e-16 ***
ORIGIN_SZG00594 0.9422287 0.1038451 9.073 < 2e-16 ***
ORIGIN_SZG00595 1.1481337 0.1024266 11.209 < 2e-16 ***
ORIGIN_SZG00596 4.2675466 0.1005919 42.424 < 2e-16 ***
ORIGIN_SZG00597 1.4906151 0.1164873 12.796 < 2e-16 ***
ORIGIN_SZG00603 0.7593388 0.1482793 5.121 3.04e-07 ***
ORIGIN_SZG00604 -1.0145959 0.2862761 -3.544 0.000394 ***
ORIGIN_SZG00615 -0.2814000 0.1097136 -2.565 0.010322 *
ORIGIN_SZG00616 0.8461527 0.1046263 8.087 6.10e-16 ***
ORIGIN_SZG00617 1.6794348 0.1019926 16.466 < 2e-16 ***
ORIGIN_SZG00618 4.9327663 0.1005746 49.046 < 2e-16 ***
ORIGIN_SZG00620 1.9811727 0.1056358 18.755 < 2e-16 ***
ORIGIN_SZG00637 0.5563318 0.1078849 5.157 2.51e-07 ***
ORIGIN_SZG00638 4.4033437 0.1005901 43.775 < 2e-16 ***
ORIGIN_SZG00657 2.2696835 0.1018305 22.289 < 2e-16 ***
ORIGIN_SZG00658 3.7323019 0.1007093 37.060 < 2e-16 ***
ORIGIN_SZG00659 3.9545616 0.1006506 39.290 < 2e-16 ***
ORIGIN_SZG00660 5.1271607 0.1005604 50.986 < 2e-16 ***
ORIGIN_SZG00662 5.0414772 0.1007991 50.015 < 2e-16 ***
ORIGIN_SZG00677 2.1684454 0.1030260 21.048 < 2e-16 ***
ORIGIN_SZG00678 0.0845926 0.1095712 0.772 0.440095
ORIGIN_SZG00679 4.9604070 0.1005732 49.321 < 2e-16 ***
ORIGIN_SZG00680 5.2101281 0.1005711 51.805 < 2e-16 ***
ORIGIN_SZG00681 3.9174221 0.1008596 38.840 < 2e-16 ***
ORIGIN_SZG00699 1.7055648 0.1029158 16.572 < 2e-16 ***
ORIGIN_SZG00700 3.9039968 0.1006914 38.772 < 2e-16 ***
ORIGIN_SZG00701 3.8156223 0.1006949 37.893 < 2e-16 ***
ORIGIN_SZG00702 4.9258333 0.1005684 48.980 < 2e-16 ***
ORIGIN_SZG00704 1.9681949 0.1054923 18.657 < 2e-16 ***
ORIGIN_SZG00722 1.7613477 0.1020852 17.254 < 2e-16 ***
ORIGIN_SZG00725 1.2662960 0.1095636 11.558 < 2e-16 ***
ORIGIN_SZG00741 2.1878381 0.1018608 21.479 < 2e-16 ***
ORIGIN_SZG00743 2.4482198 0.1012555 24.179 < 2e-16 ***
ORIGIN_SZG00744 4.5108606 0.1006059 44.837 < 2e-16 ***
ORIGIN_SZG00761 1.6449142 0.1041596 15.792 < 2e-16 ***
ORIGIN_SZG00762 3.6988897 0.1007665 36.708 < 2e-16 ***
ORIGIN_SZG00763 0.8957865 0.1042256 8.595 < 2e-16 ***
ORIGIN_SZG00764 5.0120561 0.1005672 49.838 < 2e-16 ***
ORIGIN_SZG00765 3.9739889 0.1008402 39.409 < 2e-16 ***
ORIGIN_SZG00767 6.0308148 0.1005877 59.956 < 2e-16 ***
ORIGIN_SZG00772 0.7915610 0.1238393 6.392 1.64e-10 ***
ORIGIN_SZG00784 1.0636164 0.1032117 10.305 < 2e-16 ***
ORIGIN_SZG00785 4.0946407 0.1006039 40.701 < 2e-16 ***
ORIGIN_SZG00786 3.8363878 0.1006878 38.102 < 2e-16 ***
ORIGIN_SZG00787 4.4563453 0.1007697 44.223 < 2e-16 ***
ORIGIN_SZG00788 5.2675152 0.1006591 52.330 < 2e-16 ***
ORIGIN_SZG00789 3.6692953 0.1010627 36.307 < 2e-16 ***
ORIGIN_SZG00803 0.1119448 0.1117774 1.001 0.316586
ORIGIN_SZG00804 4.7324048 0.1006013 47.041 < 2e-16 ***
ORIGIN_SZG00805 4.7216773 0.1005703 46.949 < 2e-16 ***
ORIGIN_SZG00806 4.4270158 0.1006022 44.005 < 2e-16 ***
ORIGIN_SZG00807 5.3494347 0.1006093 53.170 < 2e-16 ***
ORIGIN_SZG00808 3.6632271 0.1011000 36.234 < 2e-16 ***
ORIGIN_SZG00809 5.4114102 0.1005779 53.803 < 2e-16 ***
ORIGIN_SZG00810 4.7106516 0.1006824 46.787 < 2e-16 ***
ORIGIN_SZG00814 2.5813746 0.1043762 24.731 < 2e-16 ***
ORIGIN_SZG00819 3.7573726 0.1023103 36.725 < 2e-16 ***
ORIGIN_SZG00824 0.7845824 0.1076410 7.289 3.13e-13 ***
ORIGIN_SZG00826 2.3939989 0.1010036 23.702 < 2e-16 ***
ORIGIN_SZG00827 4.3843128 0.1005879 43.587 < 2e-16 ***
ORIGIN_SZG00828 4.7832152 0.1005804 47.556 < 2e-16 ***
ORIGIN_SZG00829 4.8453948 0.1006168 48.157 < 2e-16 ***
ORIGIN_SZG00830 5.0537742 0.1006507 50.211 < 2e-16 ***
ORIGIN_SZG00831 5.9455710 0.1005600 59.125 < 2e-16 ***
ORIGIN_SZG00832 5.1437219 0.1007245 51.067 < 2e-16 ***
ORIGIN_SZG00835 2.1093464 0.1048150 20.124 < 2e-16 ***
ORIGIN_SZG00844 -0.4288131 0.1272128 -3.371 0.000749 ***
ORIGIN_SZG00846 3.8496208 0.1006479 38.248 < 2e-16 ***
ORIGIN_SZG00847 2.9208313 0.1009016 28.947 < 2e-16 ***
ORIGIN_SZG00848 4.1675120 0.1006243 41.417 < 2e-16 ***
ORIGIN_SZG00849 3.3630412 0.1008133 33.359 < 2e-16 ***
ORIGIN_SZG00850 4.3381665 0.1006588 43.098 < 2e-16 ***
ORIGIN_SZG00851 4.8468264 0.1006018 48.178 < 2e-16 ***
ORIGIN_SZG00852 4.4104691 0.1007084 43.794 < 2e-16 ***
ORIGIN_SZG00853 6.3587745 0.1006147 63.199 < 2e-16 ***
ORIGIN_SZG00854 2.6271052 0.1038396 25.300 < 2e-16 ***
ORIGIN_SZG00855 1.2641323 0.1095569 11.539 < 2e-16 ***
ORIGIN_SZG00856 3.0379069 0.1022061 29.723 < 2e-16 ***
ORIGIN_SZG00866 1.2864716 0.1054809 12.196 < 2e-16 ***
ORIGIN_SZG00867 2.5970476 0.1012045 25.661 < 2e-16 ***
ORIGIN_SZG00868 1.8559576 0.1020438 18.188 < 2e-16 ***
ORIGIN_SZG00869 4.5150874 0.1006889 44.842 < 2e-16 ***
ORIGIN_SZG00870 5.3036640 0.1005567 52.743 < 2e-16 ***
ORIGIN_SZG00871 5.1894994 0.1006909 51.539 < 2e-16 ***
ORIGIN_SZG00872 3.1148161 0.1010899 30.812 < 2e-16 ***
ORIGIN_SZG00873 3.2662891 0.1010169 32.334 < 2e-16 ***
ORIGIN_SZG00874 3.5449962 0.1008418 35.154 < 2e-16 ***
ORIGIN_SZG00875 0.7112481 0.1237798 5.746 9.13e-09 ***
ORIGIN_SZG00876 1.5339406 0.1053739 14.557 < 2e-16 ***
ORIGIN_SZG00877 1.1387915 0.1082649 10.519 < 2e-16 ***
ORIGIN_SZG00887 2.0429239 0.1014074 20.146 < 2e-16 ***
ORIGIN_SZG00888 3.5512800 0.1007423 35.251 < 2e-16 ***
ORIGIN_SZG00889 0.3269565 0.1060716 3.082 0.002053 **
ORIGIN_SZG00890 4.7508565 0.1005798 47.235 < 2e-16 ***
ORIGIN_SZG00891 3.4519903 0.1011463 34.129 < 2e-16 ***
ORIGIN_SZG00893 4.9184992 0.1005913 48.896 < 2e-16 ***
ORIGIN_SZG00894 3.0137311 0.1010976 29.810 < 2e-16 ***
ORIGIN_SZG00895 2.5850442 0.1016548 25.430 < 2e-16 ***
ORIGIN_SZG00896 1.6654076 0.1036654 16.065 < 2e-16 ***
ORIGIN_SZG00897 -0.2691737 0.1191474 -2.259 0.023873 *
ORIGIN_SZG00898 2.0529759 0.1046946 19.609 < 2e-16 ***
ORIGIN_SZG00908 3.5135254 0.1012258 34.710 < 2e-16 ***
ORIGIN_SZG00909 3.5441360 0.1006670 35.207 < 2e-16 ***
ORIGIN_SZG00910 1.4854581 0.1019617 14.569 < 2e-16 ***
ORIGIN_SZG00911 2.9615485 0.1008834 29.356 < 2e-16 ***
ORIGIN_SZG00912 4.4820952 0.1006017 44.553 < 2e-16 ***
ORIGIN_SZG00915 4.7869122 0.1006048 47.581 < 2e-16 ***
ORIGIN_SZG00917 4.2028403 0.1007856 41.701 < 2e-16 ***
ORIGIN_SZG00918 0.7838437 0.1068266 7.338 2.18e-13 ***
ORIGIN_SZG00919 3.3396731 0.1009324 33.088 < 2e-16 ***
ORIGIN_SZG00928 2.4362509 0.1014081 24.024 < 2e-16 ***
ORIGIN_SZG00929 3.9127436 0.1006137 38.889 < 2e-16 ***
ORIGIN_SZG00930 4.7916755 0.1005583 47.651 < 2e-16 ***
ORIGIN_SZG00931 1.7763058 0.1018649 17.438 < 2e-16 ***
ORIGIN_SZG00932 2.1881361 0.1020062 21.451 < 2e-16 ***
ORIGIN_SZG00933 4.3777841 0.1006640 43.489 < 2e-16 ***
ORIGIN_SZG00934 1.9483070 0.1019559 19.109 < 2e-16 ***
ORIGIN_SZG00935 5.6731710 0.1005582 56.417 < 2e-16 ***
ORIGIN_SZG00938 -1.7344343 0.2357479 -7.357 1.88e-13 ***
ORIGIN_SZG00939 5.6960605 0.1005975 56.622 < 2e-16 ***
ORIGIN_SZG00940 -0.1018339 0.1172587 -0.868 0.385146
ORIGIN_SZG00949 2.3287563 0.1012948 22.990 < 2e-16 ***
ORIGIN_SZG00950 4.3888967 0.1006276 43.615 < 2e-16 ***
ORIGIN_SZG00951 5.2501439 0.1005485 52.215 < 2e-16 ***
ORIGIN_SZG00952 1.8894066 0.1026523 18.406 < 2e-16 ***
ORIGIN_SZG00953 3.1315037 0.1009435 31.022 < 2e-16 ***
ORIGIN_SZG00954 1.9710568 0.1018615 19.350 < 2e-16 ***
ORIGIN_SZG00955 4.2369251 0.1006643 42.090 < 2e-16 ***
ORIGIN_SZG00956 2.6426587 0.1011420 26.128 < 2e-16 ***
ORIGIN_SZG00957 4.8216620 0.1006713 47.895 < 2e-16 ***
ORIGIN_SZG00959 0.8787792 0.1116129 7.873 3.45e-15 ***
ORIGIN_SZG00961 0.8632570 0.1048437 8.234 < 2e-16 ***
ORIGIN_SZG00962 6.1635585 0.1007091 61.202 < 2e-16 ***
ORIGIN_SZG00970 2.7119255 0.1008204 26.899 < 2e-16 ***
ORIGIN_SZG00971 4.1036472 0.1005827 40.799 < 2e-16 ***
ORIGIN_SZG00972 3.9205364 0.1006195 38.964 < 2e-16 ***
ORIGIN_SZG00974 3.6082469 0.1007708 35.806 < 2e-16 ***
ORIGIN_SZG00975 3.2635133 0.1008920 32.347 < 2e-16 ***
ORIGIN_SZG00976 1.9476539 0.1018809 19.117 < 2e-16 ***
ORIGIN_SZG00977 5.1607163 0.1005811 51.309 < 2e-16 ***
ORIGIN_SZG00978 5.0266799 0.1007509 49.892 < 2e-16 ***
ORIGIN_SZG00982 2.1990302 0.1015305 21.659 < 2e-16 ***
ORIGIN_SZG00983 6.8141507 0.1005966 67.737 < 2e-16 ***
ORIGIN_SZG00984 5.0353031 0.1011321 49.789 < 2e-16 ***
ORIGIN_SZG00991 2.8024577 0.1008936 27.776 < 2e-16 ***
ORIGIN_SZG00992 3.0357174 0.1007417 30.134 < 2e-16 ***
ORIGIN_SZG00993 2.8103440 0.1007735 27.888 < 2e-16 ***
ORIGIN_SZG00994 2.2859327 0.1010870 22.614 < 2e-16 ***
ORIGIN_SZG00995 3.8266654 0.1006617 38.015 < 2e-16 ***
ORIGIN_SZG00996 3.5503660 0.1007839 35.228 < 2e-16 ***
ORIGIN_SZG00997 2.1443020 0.1046655 20.487 < 2e-16 ***
ORIGIN_SZG00998 5.2738556 0.1005865 52.431 < 2e-16 ***
ORIGIN_SZG00999 5.2997039 0.1006642 52.647 < 2e-16 ***
ORIGIN_SZG01001 2.1763698 0.1035112 21.025 < 2e-16 ***
ORIGIN_SZG01003 4.8012988 0.1006096 47.722 < 2e-16 ***
ORIGIN_SZG01004 5.7075755 0.1005758 56.749 < 2e-16 ***
ORIGIN_SZG01011 0.8615325 0.1049362 8.210 < 2e-16 ***
ORIGIN_SZG01012 0.7655994 0.1054270 7.262 3.82e-13 ***
ORIGIN_SZG01013 1.5717475 0.1017470 15.448 < 2e-16 ***
ORIGIN_SZG01014 2.3245677 0.1010668 23.000 < 2e-16 ***
ORIGIN_SZG01015 1.6797880 0.1017476 16.509 < 2e-16 ***
ORIGIN_SZG01016 3.5362049 0.1007572 35.096 < 2e-16 ***
ORIGIN_SZG01018 4.1156439 0.1009920 40.752 < 2e-16 ***
ORIGIN_SZG01019 5.7346211 0.1006259 56.990 < 2e-16 ***
ORIGIN_SZG01023 3.7859701 0.1009481 37.504 < 2e-16 ***
ORIGIN_SZG01024 4.8665393 0.1006196 48.366 < 2e-16 ***
ORIGIN_SZG01025 0.2987243 0.1118953 2.670 0.007592 **
ORIGIN_SZG01033 2.2159442 0.1011226 21.913 < 2e-16 ***
ORIGIN_SZG01034 3.1178222 0.1007632 30.942 < 2e-16 ***
ORIGIN_SZG01035 3.8206712 0.1006553 37.958 < 2e-16 ***
ORIGIN_SZG01036 1.9491464 0.1014556 19.212 < 2e-16 ***
ORIGIN_SZG01037 3.1044446 0.1007485 30.814 < 2e-16 ***
ORIGIN_SZG01043 2.1296566 0.1036076 20.555 < 2e-16 ***
ORIGIN_SZG01045 4.5077948 0.1006189 44.801 < 2e-16 ***
ORIGIN_SZG01046 4.4065728 0.1006461 43.783 < 2e-16 ***
ORIGIN_SZG01053 3.6851787 0.1006797 36.603 < 2e-16 ***
ORIGIN_SZG01054 2.6972763 0.1008122 26.755 < 2e-16 ***
ORIGIN_SZG01055 3.7181118 0.1006451 36.943 < 2e-16 ***
ORIGIN_SZG01056 2.7148478 0.1009252 26.900 < 2e-16 ***
ORIGIN_SZG01064 -0.6393570 0.2694891 -2.372 0.017669 *
ORIGIN_SZG01066 4.2331343 0.1006470 42.059 < 2e-16 ***
ORIGIN_SZG01067 4.3845420 0.1007422 43.522 < 2e-16 ***
ORIGIN_SZG01074 3.0101024 0.1007965 29.863 < 2e-16 ***
ORIGIN_SZG01075 2.3492501 0.1010145 23.257 < 2e-16 ***
ORIGIN_SZG01076 2.4002233 0.1008810 23.793 < 2e-16 ***
ORIGIN_SZG01077 2.5829156 0.1010132 25.570 < 2e-16 ***
ORIGIN_SZG01079 4.1280810 0.1006360 41.020 < 2e-16 ***
ORIGIN_SZG01085 -1.7828070 0.1736594 -10.266 < 2e-16 ***
ORIGIN_SZG01087 4.0911803 0.1006924 40.630 < 2e-16 ***
ORIGIN_SZG01088 2.4712946 0.1012125 24.417 < 2e-16 ***
ORIGIN_SZG01094 1.1019203 0.1095525 10.058 < 2e-16 ***
ORIGIN_SZG01095 0.7387377 0.1057479 6.986 2.83e-12 ***
ORIGIN_SZG01096 2.3789932 0.1025839 23.191 < 2e-16 ***
ORIGIN_SZG01097 4.3884569 0.1005838 43.630 < 2e-16 ***
ORIGIN_SZG01098 2.0303511 0.1021048 19.885 < 2e-16 ***
ORIGIN_SZG01099 3.3924597 0.1007360 33.677 < 2e-16 ***
ORIGIN_SZG01105 1.2038316 0.1177525 10.223 < 2e-16 ***
ORIGIN_SZG01106 -0.3741760 0.1361634 -2.748 0.005996 **
ORIGIN_SZG01107 1.8904159 0.1041988 18.142 < 2e-16 ***
ORIGIN_SZG01108 6.1062255 0.1005571 60.724 < 2e-16 ***
ORIGIN_SZG01109 3.0381634 0.1010463 30.067 < 2e-16 ***
ORIGIN_SZG01116 2.7881335 0.1008655 27.642 < 2e-16 ***
ORIGIN_SZG01117 1.4193591 0.1020144 13.913 < 2e-16 ***
ORIGIN_SZG01118 1.5503336 0.1023137 15.153 < 2e-16 ***
ORIGIN_SZG01119 2.7050480 0.1009742 26.789 < 2e-16 ***
ORIGIN_SZG01120 2.6089426 0.1013571 25.740 < 2e-16 ***
ORIGIN_SZG01129 4.4958551 0.1006394 44.673 < 2e-16 ***
ORIGIN_SZG01130 4.5408907 0.1006040 45.136 < 2e-16 ***
ORIGIN_SZG01131 3.4610308 0.1010344 34.256 < 2e-16 ***
ORIGIN_SZG01136 1.6308244 0.1016610 16.042 < 2e-16 ***
ORIGIN_SZG01138 0.8421005 0.1045007 8.058 7.73e-16 ***
ORIGIN_SZG01139 3.5602289 0.1006462 35.374 < 2e-16 ***
ORIGIN_SZG01141 3.5411149 0.1007070 35.163 < 2e-16 ***
ORIGIN_SZG01148 0.9431613 0.1130866 8.340 < 2e-16 ***
ORIGIN_SZG01149 2.4828375 0.1019899 24.344 < 2e-16 ***
ORIGIN_SZG01150 4.7662728 0.1005930 47.382 < 2e-16 ***
ORIGIN_SZG01151 3.6842826 0.1007328 36.575 < 2e-16 ***
ORIGIN_SZG01158 1.9158558 0.1011168 18.947 < 2e-16 ***
ORIGIN_SZG01159 3.3594569 0.1006757 33.369 < 2e-16 ***
ORIGIN_SZG01160 4.3818693 0.1005873 43.563 < 2e-16 ***
ORIGIN_SZG01171 5.3454364 0.1006055 53.133 < 2e-16 ***
ORIGIN_SZG01172 5.2068980 0.1006004 51.758 < 2e-16 ***
ORIGIN_SZG01173 2.4542164 0.1012885 24.230 < 2e-16 ***
ORIGIN_SZG01174 -1.8627986 0.2856057 -6.522 6.92e-11 ***
ORIGIN_SZG01178 2.1531396 0.1010437 21.309 < 2e-16 ***
ORIGIN_SZG01179 2.8475620 0.1007484 28.264 < 2e-16 ***
ORIGIN_SZG01180 3.8996979 0.1006100 38.761 < 2e-16 ***
ORIGIN_SZG01181 3.1881219 0.1007281 31.651 < 2e-16 ***
ORIGIN_SZG01183 2.4843085 0.1011858 24.552 < 2e-16 ***
ORIGIN_SZG01190 1.4336980 0.1114216 12.867 < 2e-16 ***
ORIGIN_SZG01192 4.0842030 0.1007198 40.550 < 2e-16 ***
ORIGIN_SZG01193 4.0801016 0.1006651 40.531 < 2e-16 ***
ORIGIN_SZG01194 2.3646584 0.1014902 23.299 < 2e-16 ***
ORIGIN_SZG01200 2.9124881 0.1007387 28.911 < 2e-16 ***
ORIGIN_SZG01201 2.7714254 0.1007664 27.503 < 2e-16 ***
ORIGIN_SZG01203 3.6559894 0.1006902 36.309 < 2e-16 ***
ORIGIN_SZG01204 3.3363703 0.1007479 33.116 < 2e-16 ***
ORIGIN_SZG01211 0.7097837 0.1343647 5.283 1.27e-07 ***
ORIGIN_SZG01214 4.8011868 0.1006153 47.718 < 2e-16 ***
ORIGIN_SZG01215 1.3353373 0.1080848 12.355 < 2e-16 ***
ORIGIN_SZG01216 0.4241500 0.1083438 3.915 9.05e-05 ***
ORIGIN_SZG01220 3.9391053 0.1006039 39.155 < 2e-16 ***
ORIGIN_SZG01221 3.5882208 0.1006221 35.660 < 2e-16 ***
ORIGIN_SZG01222 3.2746292 0.1009890 32.426 < 2e-16 ***
ORIGIN_SZG01223 1.5654900 0.1018888 15.365 < 2e-16 ***
ORIGIN_SZG01224 2.4725958 0.1010689 24.464 < 2e-16 ***
ORIGIN_SZG01231 -1.5941753 0.2140992 -7.446 9.62e-14 ***
ORIGIN_SZG01232 0.5193924 0.1503710 3.454 0.000552 ***
ORIGIN_SZG01235 2.3169489 0.1014597 22.836 < 2e-16 ***
ORIGIN_SZG01236 2.3398787 0.1014577 23.063 < 2e-16 ***
ORIGIN_SZG01241 2.1946427 0.1010149 21.726 < 2e-16 ***
ORIGIN_SZG01242 2.7639784 0.1007485 27.434 < 2e-16 ***
ORIGIN_SZG01243 3.4399487 0.1006380 34.181 < 2e-16 ***
ORIGIN_SZG01246 2.6671380 0.1009298 26.426 < 2e-16 ***
ORIGIN_SZG01256 3.7288442 0.1008002 36.992 < 2e-16 ***
ORIGIN_SZG01257 4.6261357 0.1006736 45.952 < 2e-16 ***
ORIGIN_SZG01258 2.6233252 0.1015689 25.828 < 2e-16 ***
ORIGIN_SZG01262 2.5356933 0.1008550 25.142 < 2e-16 ***
ORIGIN_SZG01263 3.1306978 0.1006559 31.103 < 2e-16 ***
ORIGIN_SZG01264 2.1596879 0.1012047 21.340 < 2e-16 ***
ORIGIN_SZG01265 1.9565555 0.1014744 19.281 < 2e-16 ***
ORIGIN_SZG01266 3.2672451 0.1008150 32.408 < 2e-16 ***
ORIGIN_SZG01267 1.3853800 0.1039950 13.322 < 2e-16 ***
ORIGIN_SZG01272 -0.9516229 0.1531328 -6.214 5.15e-10 ***
ORIGIN_SZG01273 3.1773778 0.1012367 31.386 < 2e-16 ***
ORIGIN_SZG01277 4.7765841 0.1006148 47.474 < 2e-16 ***
ORIGIN_SZG01278 2.2147342 0.1014672 21.827 < 2e-16 ***
ORIGIN_SZG01283 4.3728596 0.1005924 43.471 < 2e-16 ***
ORIGIN_SZG01284 3.5368710 0.1006344 35.146 < 2e-16 ***
ORIGIN_SZG01285 4.2376876 0.1005788 42.133 < 2e-16 ***
ORIGIN_SZG01286 2.5226863 0.1010196 24.972 < 2e-16 ***
ORIGIN_SZG01289 0.6847130 0.1105531 6.194 5.88e-10 ***
ORIGIN_SZG01293 -0.6771832 0.1343514 -5.040 4.65e-07 ***
ORIGIN_SZG01294 4.6369060 0.1007109 46.042 < 2e-16 ***
ORIGIN_SZG01295 2.1573924 0.1026180 21.024 < 2e-16 ***
ORIGIN_SZG01298 3.7818889 0.1007616 37.533 < 2e-16 ***
ORIGIN_SZG01299 4.1591095 0.1007216 41.293 < 2e-16 ***
ORIGIN_SZG01304 4.1488698 0.1005971 41.242 < 2e-16 ***
ORIGIN_SZG01305 3.5376313 0.1006073 35.163 < 2e-16 ***
ORIGIN_SZG01307 0.0658663 0.1073162 0.614 0.539374
ORIGIN_SZG01308 3.3992677 0.1007072 33.754 < 2e-16 ***
ORIGIN_SZG01310 -0.6704378 0.1645015 -4.076 4.59e-05 ***
ORIGIN_SZG01316 1.2058422 0.1058481 11.392 < 2e-16 ***
ORIGIN_SZG01317 2.8062876 0.1011490 27.744 < 2e-16 ***
ORIGIN_SZG01318 2.1337689 0.1016801 20.985 < 2e-16 ***
ORIGIN_SZG01319 5.0427695 0.1006065 50.124 < 2e-16 ***
ORIGIN_SZG01320 3.5678436 0.1009262 35.351 < 2e-16 ***
ORIGIN_SZG01325 1.7572704 0.1012647 17.353 < 2e-16 ***
ORIGIN_SZG01326 3.7218367 0.1006052 36.994 < 2e-16 ***
ORIGIN_SZG01327 3.5552634 0.1006220 35.333 < 2e-16 ***
ORIGIN_SZG01328 2.2138347 0.1009565 21.929 < 2e-16 ***
ORIGIN_SZG01329 2.4759936 0.1011817 24.471 < 2e-16 ***
ORIGIN_SZG01330 3.3047511 0.1008446 32.771 < 2e-16 ***
ORIGIN_SZG01331 -1.1694434 0.3178542 -3.679 0.000234 ***
ORIGIN_SZG01333 2.6733161 0.1012512 26.403 < 2e-16 ***
ORIGIN_SZG01334 3.0110889 0.1011438 29.770 < 2e-16 ***
ORIGIN_SZG01335 2.5341729 0.1018630 24.878 < 2e-16 ***
ORIGIN_SZG01336 -0.1400380 0.1469922 -0.953 0.340747
ORIGIN_SZG01337 0.2538851 0.1117081 2.273 0.023041 *
ORIGIN_SZG01338 -0.9064720 0.1293545 -7.008 2.42e-12 ***
ORIGIN_SZG01339 4.9731467 0.1005974 49.436 < 2e-16 ***
ORIGIN_SZG01340 3.2768282 0.1009180 32.470 < 2e-16 ***
ORIGIN_SZG01341 -2.2983850 0.7142208 -3.218 0.001291 **
ORIGIN_SZG01346 3.4041156 0.1007067 33.802 < 2e-16 ***
ORIGIN_SZG01347 4.3896122 0.1005801 43.643 < 2e-16 ***
ORIGIN_SZG01348 2.8118111 0.1007120 27.919 < 2e-16 ***
ORIGIN_SZG01349 2.6170318 0.1008446 25.951 < 2e-16 ***
ORIGIN_SZG01350 2.7950797 0.1011351 27.637 < 2e-16 ***
ORIGIN_SZG01353 3.0386181 0.1008696 30.124 < 2e-16 ***
ORIGIN_SZG01354 2.5315425 0.1012392 25.006 < 2e-16 ***
ORIGIN_SZG01355 3.3030367 0.1008716 32.745 < 2e-16 ***
ORIGIN_SZG01357 2.3799499 0.1022460 23.277 < 2e-16 ***
ORIGIN_SZG01358 3.6890144 0.1007822 36.604 < 2e-16 ***
ORIGIN_SZG01359 3.9841653 0.1006623 39.580 < 2e-16 ***
ORIGIN_SZG01360 4.0260457 0.1006718 39.992 < 2e-16 ***
ORIGIN_SZG01361 5.1701174 0.1006165 51.384 < 2e-16 ***
ORIGIN_SZG01362 1.1552067 0.1102247 10.480 < 2e-16 ***
ORIGIN_SZG01368 2.2352117 0.1008708 22.159 < 2e-16 ***
ORIGIN_SZG01369 2.0911356 0.1008875 20.727 < 2e-16 ***
ORIGIN_SZG01370 3.2301949 0.1006449 32.095 < 2e-16 ***
ORIGIN_SZG01371 2.5914487 0.1010018 25.657 < 2e-16 ***
ORIGIN_SZG01372 1.8446979 0.1013665 18.198 < 2e-16 ***
ORIGIN_SZG01373 0.3142033 0.1107370 2.837 0.004548 **
ORIGIN_SZG01374 2.0840043 0.1012495 20.583 < 2e-16 ***
ORIGIN_SZG01375 3.7097666 0.1008147 36.798 < 2e-16 ***
ORIGIN_SZG01376 3.1125264 0.1012831 30.731 < 2e-16 ***
ORIGIN_SZG01379 1.2716305 0.1062354 11.970 < 2e-16 ***
ORIGIN_SZG01380 5.3852195 0.1005743 53.545 < 2e-16 ***
ORIGIN_SZG01381 4.9553751 0.1006000 49.258 < 2e-16 ***
ORIGIN_SZG01382 4.3555117 0.1007267 43.241 < 2e-16 ***
ORIGIN_SZG01383 1.8101010 0.1033745 17.510 < 2e-16 ***
ORIGIN_SZG01388 2.8297716 0.1007296 28.093 < 2e-16 ***
ORIGIN_SZG01389 1.9751681 0.1009081 19.574 < 2e-16 ***
ORIGIN_SZG01390 2.7372689 0.1007412 27.171 < 2e-16 ***
ORIGIN_SZG01391 2.5523414 0.1008611 25.306 < 2e-16 ***
ORIGIN_SZG01392 2.3263469 0.1017525 22.863 < 2e-16 ***
ORIGIN_SZG01393 1.4950382 0.1016162 14.713 < 2e-16 ***
ORIGIN_SZG01394 2.9156725 0.1007962 28.926 < 2e-16 ***
ORIGIN_SZG01395 3.0189371 0.1007871 29.954 < 2e-16 ***
ORIGIN_SZG01396 4.0574214 0.1006491 40.313 < 2e-16 ***
ORIGIN_SZG01397 4.1244393 0.1006598 40.974 < 2e-16 ***
ORIGIN_SZG01398 3.0388960 0.1011131 30.054 < 2e-16 ***
ORIGIN_SZG01400 4.1431813 0.1007421 41.127 < 2e-16 ***
ORIGIN_SZG01401 4.5209288 0.1006049 44.937 < 2e-16 ***
ORIGIN_SZG01402 4.5384866 0.1006264 45.102 < 2e-16 ***
ORIGIN_SZG01404 4.5958381 0.1016816 45.198 < 2e-16 ***
ORIGIN_SZG01410 3.4327802 0.1006170 34.117 < 2e-16 ***
ORIGIN_SZG01411 2.3498175 0.1008349 23.304 < 2e-16 ***
ORIGIN_SZG01412 2.7045716 0.1007147 26.854 < 2e-16 ***
ORIGIN_SZG01413 3.5845065 0.1006341 35.619 < 2e-16 ***
ORIGIN_SZG01414 2.8870307 0.1007187 28.664 < 2e-16 ***
ORIGIN_SZG01415 2.3954225 0.1009402 23.731 < 2e-16 ***
ORIGIN_SZG01416 3.0340216 0.1007636 30.110 < 2e-16 ***
ORIGIN_SZG01417 3.2423112 0.1007273 32.189 < 2e-16 ***
ORIGIN_SZG01418 4.0263897 0.1006391 40.008 < 2e-16 ***
ORIGIN_SZG01419 3.4964306 0.1007362 34.709 < 2e-16 ***
ORIGIN_SZG01422 4.5733699 0.1006553 45.436 < 2e-16 ***
ORIGIN_SZG01423 5.4427330 0.1005916 54.107 < 2e-16 ***
ORIGIN_SZG01430 3.1365369 0.1006896 31.151 < 2e-16 ***
ORIGIN_SZG01431 3.1834063 0.1006366 31.633 < 2e-16 ***
ORIGIN_SZG01432 3.2303699 0.1006332 32.100 < 2e-16 ***
ORIGIN_SZG01433 1.9018135 0.1017601 18.689 < 2e-16 ***
ORIGIN_SZG01434 3.4375248 0.1006645 34.148 < 2e-16 ***
ORIGIN_SZG01435 3.8445327 0.1006009 38.216 < 2e-16 ***
ORIGIN_SZG01436 0.8568736 0.1028952 8.328 < 2e-16 ***
ORIGIN_SZG01437 4.0494652 0.1006149 40.247 < 2e-16 ***
ORIGIN_SZG01438 4.4922557 0.1005779 44.664 < 2e-16 ***
ORIGIN_SZG01439 5.1108243 0.1005670 50.820 < 2e-16 ***
ORIGIN_SZG01440 1.4950832 0.1025193 14.583 < 2e-16 ***
ORIGIN_SZG01442 4.4213843 0.1007437 43.887 < 2e-16 ***
ORIGIN_SZG01443 5.4684481 0.1005983 54.359 < 2e-16 ***
ORIGIN_SZG01444 4.4800764 0.1007986 44.446 < 2e-16 ***
ORIGIN_SZG01452 2.2937160 0.1008072 22.754 < 2e-16 ***
ORIGIN_SZG01453 2.4265304 0.1007886 24.075 < 2e-16 ***
ORIGIN_SZG01454 1.4235617 0.1021388 13.938 < 2e-16 ***
ORIGIN_SZG01455 2.8178253 0.1008431 27.943 < 2e-16 ***
ORIGIN_SZG01456 3.2333354 0.1006926 32.111 < 2e-16 ***
ORIGIN_SZG01457 4.0601917 0.1006042 40.358 < 2e-16 ***
ORIGIN_SZG01458 4.4022276 0.1005888 43.765 < 2e-16 ***
ORIGIN_SZG01459 3.8601373 0.1006260 38.361 < 2e-16 ***
ORIGIN_SZG01460 3.1241350 0.1007147 31.020 < 2e-16 ***
ORIGIN_SZG01461 1.6836242 0.1018895 16.524 < 2e-16 ***
ORIGIN_SZG01464 5.8380625 0.1005896 58.038 < 2e-16 ***
ORIGIN_SZG01465 5.3265425 0.1006404 52.926 < 2e-16 ***
ORIGIN_SZG01472 0.8147520 0.1022803 7.966 1.64e-15 ***
ORIGIN_SZG01473 1.8536522 0.1009812 18.356 < 2e-16 ***
ORIGIN_SZG01474 2.9619095 0.1006574 29.426 < 2e-16 ***
ORIGIN_SZG01475 3.9351839 0.1006037 39.116 < 2e-16 ***
ORIGIN_SZG01476 3.2267222 0.1007070 32.041 < 2e-16 ***
ORIGIN_SZG01477 4.7387541 0.1005588 47.124 < 2e-16 ***
ORIGIN_SZG01478 3.0719463 0.1007131 30.502 < 2e-16 ***
ORIGIN_SZG01479 3.3005936 0.1006798 32.783 < 2e-16 ***
ORIGIN_SZG01480 5.0987842 0.1005578 50.705 < 2e-16 ***
ORIGIN_SZG01481 2.4164049 0.1010135 23.922 < 2e-16 ***
ORIGIN_SZG01482 2.7085278 0.1013038 26.737 < 2e-16 ***
ORIGIN_SZG01485 5.2700675 0.1006454 52.363 < 2e-16 ***
ORIGIN_SZG01494 2.1234038 0.1011921 20.984 < 2e-16 ***
ORIGIN_SZG01495 2.2470353 0.1008127 22.289 < 2e-16 ***
ORIGIN_SZG01496 3.3759101 0.1006202 33.551 < 2e-16 ***
ORIGIN_SZG01497 3.5884477 0.1006478 35.654 < 2e-16 ***
ORIGIN_SZG01498 4.0156234 0.1005992 39.917 < 2e-16 ***
ORIGIN_SZG01499 4.2386299 0.1005837 42.140 < 2e-16 ***
ORIGIN_SZG01500 4.1223730 0.1006585 40.954 < 2e-16 ***
ORIGIN_SZG01501 4.4126906 0.1005860 43.870 < 2e-16 ***
ORIGIN_SZG01502 3.8719391 0.1006261 38.478 < 2e-16 ***
ORIGIN_SZG01506 -0.0005228 0.1479104 -0.004 0.997180
ORIGIN_SZG01515 1.2228384 0.1027062 11.906 < 2e-16 ***
ORIGIN_SZG01516 2.7423584 0.1007251 27.226 < 2e-16 ***
ORIGIN_SZG01517 2.9824583 0.1007386 29.606 < 2e-16 ***
ORIGIN_SZG01518 2.9741622 0.1007748 29.513 < 2e-16 ***
ORIGIN_SZG01519 4.2269512 0.1006337 42.003 < 2e-16 ***
ORIGIN_SZG01520 3.7087623 0.1006350 36.854 < 2e-16 ***
ORIGIN_SZG01521 2.2374854 0.1011006 22.131 < 2e-16 ***
ORIGIN_SZG01522 4.6087805 0.1005784 45.823 < 2e-16 ***
ORIGIN_SZG01523 3.1384247 0.1016164 30.885 < 2e-16 ***
ORIGIN_SZG01524 3.3162231 0.1009334 32.856 < 2e-16 ***
ORIGIN_SZG01527 3.3113506 0.1017721 32.537 < 2e-16 ***
ORIGIN_SZG01535 0.1332807 0.1241953 1.073 0.283202
ORIGIN_SZG01536 0.4142504 0.1055809 3.924 8.73e-05 ***
ORIGIN_SZG01537 1.5241460 0.1017048 14.986 < 2e-16 ***
ORIGIN_SZG01538 2.8805581 0.1006924 28.608 < 2e-16 ***
ORIGIN_SZG01539 3.3403048 0.1006398 33.191 < 2e-16 ***
ORIGIN_SZG01540 3.8987431 0.1006073 38.752 < 2e-16 ***
ORIGIN_SZG01541 5.1530770 0.1006388 51.204 < 2e-16 ***
ORIGIN_SZG01542 2.1467610 0.1014941 21.152 < 2e-16 ***
ORIGIN_SZG01543 2.9638942 0.1024181 28.939 < 2e-16 ***
ORIGIN_SZG01544 3.8371678 0.1007194 38.098 < 2e-16 ***
ORIGIN_SZG01547 0.6899515 0.1158644 5.955 2.60e-09 ***
ORIGIN_SZG01556 0.9485853 0.1157887 8.192 2.56e-16 ***
ORIGIN_SZG01557 0.6370233 0.1051268 6.060 1.36e-09 ***
ORIGIN_SZG01558 1.7830585 0.1020407 17.474 < 2e-16 ***
ORIGIN_SZG01559 3.5141452 0.1006234 34.924 < 2e-16 ***
ORIGIN_SZG01560 4.3301719 0.1005793 43.052 < 2e-16 ***
ORIGIN_SZG01561 4.1613396 0.1006176 41.358 < 2e-16 ***
ORIGIN_SZG01562 1.2557012 0.1022642 12.279 < 2e-16 ***
ORIGIN_SZG01563 3.0560464 0.1007615 30.329 < 2e-16 ***
ORIGIN_SZG01564 2.1780799 0.1013064 21.500 < 2e-16 ***
ORIGIN_SZG01565 2.2630790 0.1013898 22.321 < 2e-16 ***
ORIGIN_SZG01566 2.0114836 0.1023174 19.659 < 2e-16 ***
ORIGIN_SZG01567 0.0401764 0.1263381 0.318 0.750480
ORIGIN_SZG01568 0.8240150 0.1172769 7.026 2.12e-12 ***
ORIGIN_SZG01578 -2.1438163 0.7142508 -3.001 0.002687 **
ORIGIN_SZG01580 2.0629280 0.1015966 20.305 < 2e-16 ***
ORIGIN_SZG01581 0.7336085 0.1024007 7.164 7.83e-13 ***
ORIGIN_SZG01582 4.0352340 0.1005866 40.117 < 2e-16 ***
ORIGIN_SZG01583 2.2308076 0.1024374 21.777 < 2e-16 ***
ORIGIN_SZG01584 2.5777732 0.1009858 25.526 < 2e-16 ***
ORIGIN_SZG01585 3.2389606 0.1008949 32.102 < 2e-16 ***
ORIGIN_SZG01586 2.2585676 0.1012280 22.312 < 2e-16 ***
ORIGIN_SZG01589 1.0738569 0.1078559 9.956 < 2e-16 ***
ORIGIN_SZG01590 0.9286720 0.1158146 8.019 1.07e-15 ***
ORIGIN_SZG01600 4.1243471 0.1009898 40.839 < 2e-16 ***
ORIGIN_SZG01601 2.6347511 0.1007704 26.146 < 2e-16 ***
ORIGIN_SZG01602 3.2903660 0.1006851 32.680 < 2e-16 ***
ORIGIN_SZG01603 4.2385420 0.1005902 42.137 < 2e-16 ***
ORIGIN_SZG01604 2.7457555 0.1007926 27.242 < 2e-16 ***
ORIGIN_SZG01605 4.1182266 0.1006013 40.936 < 2e-16 ***
ORIGIN_SZG01606 3.6142809 0.1009104 35.817 < 2e-16 ***
ORIGIN_SZG01607 2.8548343 0.1009308 28.285 < 2e-16 ***
ORIGIN_SZG01608 4.9269738 0.1006117 48.970 < 2e-16 ***
ORIGIN_SZG01609 4.8036516 0.1006638 47.720 < 2e-16 ***
ORIGIN_SZG01610 1.2530218 0.1168841 10.720 < 2e-16 ***
ORIGIN_SZG01622 2.6908090 0.1025423 26.241 < 2e-16 ***
ORIGIN_SZG01623 4.0044089 0.1005931 39.808 < 2e-16 ***
ORIGIN_SZG01624 2.7513531 0.1008233 27.289 < 2e-16 ***
ORIGIN_SZG01625 4.1831878 0.1006139 41.577 < 2e-16 ***
ORIGIN_SZG01626 4.8321659 0.1005705 48.048 < 2e-16 ***
ORIGIN_SZG01627 3.2424458 0.1007419 32.186 < 2e-16 ***
ORIGIN_SZG01628 4.9303687 0.1005754 49.022 < 2e-16 ***
ORIGIN_SZG01629 3.8805753 0.1007377 38.522 < 2e-16 ***
ORIGIN_SZG01630 3.9861014 0.1008040 39.543 < 2e-16 ***
ORIGIN_SZG01631 0.3781955 0.1164506 3.248 0.001163 **
ORIGIN_SZG01642 1.4917447 0.1041554 14.322 < 2e-16 ***
ORIGIN_SZG01643 3.9087435 0.1006086 38.851 < 2e-16 ***
ORIGIN_SZG01644 1.6898998 0.1017506 16.608 < 2e-16 ***
ORIGIN_SZG01645 3.2104564 0.1006866 31.886 < 2e-16 ***
ORIGIN_SZG01646 3.0401503 0.1008622 30.142 < 2e-16 ***
ORIGIN_SZG01647 3.4591659 0.1006651 34.363 < 2e-16 ***
ORIGIN_SZG01648 4.0696141 0.1006231 40.444 < 2e-16 ***
ORIGIN_SZG01649 4.7980130 0.1005839 47.702 < 2e-16 ***
ORIGIN_SZG01650 4.8791194 0.1006512 48.476 < 2e-16 ***
ORIGIN_SZG01664 -1.1393419 0.1947598 -5.850 4.92e-09 ***
ORIGIN_SZG01665 4.1187908 0.1005908 40.946 < 2e-16 ***
ORIGIN_SZG01666 2.8366051 0.1007406 28.158 < 2e-16 ***
ORIGIN_SZG01667 3.8167840 0.1009954 37.792 < 2e-16 ***
ORIGIN_SZG01668 3.9470324 0.1006200 39.227 < 2e-16 ***
ORIGIN_SZG01670 4.8380385 0.1005742 48.104 < 2e-16 ***
ORIGIN_SZG01671 5.5005200 0.1006483 54.651 < 2e-16 ***
ORIGIN_SZG01672 5.0982979 0.1006851 50.636 < 2e-16 ***
ORIGIN_SZG01684 3.2245549 0.1012010 31.863 < 2e-16 ***
ORIGIN_SZG01685 3.6748155 0.1006496 36.511 < 2e-16 ***
ORIGIN_SZG01686 3.5364705 0.1006515 35.136 < 2e-16 ***
ORIGIN_SZG01687 3.1376809 0.1007709 31.137 < 2e-16 ***
ORIGIN_SZG01688 2.7210067 0.1008416 26.983 < 2e-16 ***
ORIGIN_SZG01689 2.3114005 0.1012103 22.838 < 2e-16 ***
ORIGIN_SZG01690 3.7158112 0.1007186 36.893 < 2e-16 ***
ORIGIN_SZG01691 4.5236586 0.1006108 44.962 < 2e-16 ***
ORIGIN_SZG01692 4.1123662 0.1008263 40.787 < 2e-16 ***
ORIGIN_SZG01706 3.6549642 0.1007000 36.296 < 2e-16 ***
ORIGIN_SZG01707 3.5484317 0.1006350 35.260 < 2e-16 ***
ORIGIN_SZG01708 4.0620224 0.1005965 40.379 < 2e-16 ***
ORIGIN_SZG01709 3.1567107 0.1007241 31.340 < 2e-16 ***
ORIGIN_SZG01710 4.4153503 0.1006009 43.890 < 2e-16 ***
ORIGIN_SZG01711 4.2478260 0.1006326 42.211 < 2e-16 ***
ORIGIN_SZG01712 4.8552980 0.1005736 48.276 < 2e-16 ***
ORIGIN_SZG01713 2.4788961 0.1012620 24.480 < 2e-16 ***
ORIGIN_SZG01714 5.0843315 0.1006244 50.528 < 2e-16 ***
ORIGIN_SZG01727 3.8383668 0.1006477 38.137 < 2e-16 ***
ORIGIN_SZG01728 3.7014657 0.1006265 36.784 < 2e-16 ***
ORIGIN_SZG01729 3.2123279 0.1006692 31.910 < 2e-16 ***
ORIGIN_SZG01730 1.3308659 0.1024824 12.986 < 2e-16 ***
ORIGIN_SZG01731 3.8217342 0.1006589 37.967 < 2e-16 ***
ORIGIN_SZG01732 4.5368610 0.1005840 45.105 < 2e-16 ***
ORIGIN_SZG01733 4.2469137 0.1006161 42.209 < 2e-16 ***
ORIGIN_SZG01734 4.6759061 0.1006095 46.476 < 2e-16 ***
ORIGIN_SZG01735 6.3513148 0.1007265 63.055 < 2e-16 ***
ORIGIN_SZG01748 2.6215307 0.1009367 25.972 < 2e-16 ***
ORIGIN_SZG01749 3.5610155 0.1006373 35.385 < 2e-16 ***
ORIGIN_SZG01750 2.6859249 0.1007694 26.654 < 2e-16 ***
ORIGIN_SZG01751 2.0149520 0.1010700 19.936 < 2e-16 ***
ORIGIN_SZG01753 4.5570823 0.1005919 45.303 < 2e-16 ***
ORIGIN_SZG01754 4.9236082 0.1005729 48.956 < 2e-16 ***
ORIGIN_SZG01755 4.4093494 0.1006139 43.824 < 2e-16 ***
ORIGIN_SZG01756 4.3906494 0.1006570 43.620 < 2e-16 ***
ORIGIN_SZG01757 2.8523885 0.1035147 27.555 < 2e-16 ***
ORIGIN_SZG01769 3.4306128 0.1006775 34.075 < 2e-16 ***
ORIGIN_SZG01770 3.3566282 0.1008607 33.280 < 2e-16 ***
ORIGIN_SZG01771 2.2519988 0.1009992 22.297 < 2e-16 ***
ORIGIN_SZG01772 1.0416221 0.1032525 10.088 < 2e-16 ***
ORIGIN_SZG01774 4.2562210 0.1006082 42.305 < 2e-16 ***
ORIGIN_SZG01775 3.9246680 0.1006627 38.988 < 2e-16 ***
ORIGIN_SZG01776 5.1170926 0.1005779 50.877 < 2e-16 ***
ORIGIN_SZG01777 5.1728221 0.1005990 51.420 < 2e-16 ***
ORIGIN_SZG01778 4.9316770 0.1012087 48.728 < 2e-16 ***
ORIGIN_SZG01790 4.0808855 0.1006328 40.552 < 2e-16 ***
ORIGIN_SZG01791 3.3826982 0.1007116 33.588 < 2e-16 ***
ORIGIN_SZG01792 3.3805277 0.1007230 33.563 < 2e-16 ***
ORIGIN_SZG01793 1.4190772 0.1014046 13.994 < 2e-16 ***
ORIGIN_SZG01794 1.1451278 0.1042400 10.985 < 2e-16 ***
ORIGIN_SZG01795 0.7211358 0.1057241 6.821 9.05e-12 ***
ORIGIN_SZG01796 4.7916737 0.1006057 47.628 < 2e-16 ***
ORIGIN_SZG01797 4.7605718 0.1005946 47.324 < 2e-16 ***
ORIGIN_SZG01798 4.7862473 0.1005966 47.579 < 2e-16 ***
ORIGIN_SZG01799 4.0159057 0.1008068 39.838 < 2e-16 ***
ORIGIN_SZG01800 3.1178978 0.1044396 29.854 < 2e-16 ***
ORIGIN_SZG01811 3.1204128 0.1007756 30.964 < 2e-16 ***
ORIGIN_SZG01812 4.2872738 0.1005821 42.625 < 2e-16 ***
ORIGIN_SZG01813 4.0796555 0.1005941 40.556 < 2e-16 ***
ORIGIN_SZG01817 4.6473564 0.1006559 46.171 < 2e-16 ***
ORIGIN_SZG01818 4.6214380 0.1006158 45.932 < 2e-16 ***
ORIGIN_SZG01819 5.1369174 0.1005894 51.068 < 2e-16 ***
ORIGIN_SZG01820 2.3136664 0.1059313 21.841 < 2e-16 ***
ORIGIN_SZG01832 3.9041332 0.1006534 38.788 < 2e-16 ***
ORIGIN_SZG01833 3.3508714 0.1006882 33.280 < 2e-16 ***
ORIGIN_SZG01834 3.6875251 0.1006202 36.648 < 2e-16 ***
ORIGIN_SZG01835 2.9882592 0.1007819 29.651 < 2e-16 ***
ORIGIN_SZG01837 0.3251723 0.1175287 2.767 0.005662 **
ORIGIN_SZG01839 4.2501604 0.1007329 42.192 < 2e-16 ***
ORIGIN_SZG01840 5.8934738 0.1005603 58.606 < 2e-16 ***
ORIGIN_SZG01841 1.7715211 0.1062652 16.671 < 2e-16 ***
ORIGIN_SZG01842 5.8237066 0.1011037 57.601 < 2e-16 ***
ORIGIN_SZG01853 3.7303125 0.1006387 37.066 < 2e-16 ***
ORIGIN_SZG01854 3.9898965 0.1006238 39.652 < 2e-16 ***
ORIGIN_SZG01855 4.2679810 0.1006035 42.424 < 2e-16 ***
ORIGIN_SZG01858 2.0265280 0.1036811 19.546 < 2e-16 ***
ORIGIN_SZG01860 5.4083806 0.1008728 53.616 < 2e-16 ***
ORIGIN_SZG01861 4.8573154 0.1006245 48.272 < 2e-16 ***
ORIGIN_SZG01874 3.9390395 0.1006949 39.119 < 2e-16 ***
ORIGIN_SZG01875 2.3014485 0.1012703 22.726 < 2e-16 ***
ORIGIN_SZG01876 4.3930806 0.1010242 43.485 < 2e-16 ***
ORIGIN_SZG01877 3.9749109 0.1006306 39.500 < 2e-16 ***
ORIGIN_SZG01880 0.3327571 0.1126034 2.955 0.003125 **
ORIGIN_SZG01882 4.7105954 0.1006396 46.807 < 2e-16 ***
ORIGIN_SZG01883 5.1985504 0.1009178 51.513 < 2e-16 ***
ORIGIN_SZG01895 4.0660335 0.1006262 40.407 < 2e-16 ***
ORIGIN_SZG01896 2.3652873 0.1009820 23.423 < 2e-16 ***
ORIGIN_SZG01897 3.0542194 0.1008950 30.271 < 2e-16 ***
ORIGIN_SZG01898 -1.2479122 0.1662993 -7.504 6.19e-14 ***
ORIGIN_SZG01901 0.5908508 0.1165317 5.070 3.97e-07 ***
ORIGIN_SZG01903 4.2812600 0.1009014 42.430 < 2e-16 ***
ORIGIN_SZG01917 2.6872997 0.1009160 26.629 < 2e-16 ***
ORIGIN_SZG01918 4.0700844 0.1006800 40.426 < 2e-16 ***
ORIGIN_SZG01919 3.9554932 0.1006473 39.301 < 2e-16 ***
ORIGIN_SZG01922 1.8011992 0.1044499 17.245 < 2e-16 ***
ORIGIN_SZG01924 4.4224451 0.1009398 43.813 < 2e-16 ***
ORIGIN_SZG01937 3.4653757 0.1007396 34.399 < 2e-16 ***
ORIGIN_SZG01938 4.0666846 0.1006153 40.418 < 2e-16 ***
ORIGIN_SZG01939 4.6537787 0.1006013 46.260 < 2e-16 ***
ORIGIN_SZG01942 0.4005898 0.1109692 3.610 0.000306 ***
ORIGIN_SZG01959 3.0255106 0.1008691 29.994 < 2e-16 ***
ORIGIN_SZG01960 5.0038018 0.1005615 49.759 < 2e-16 ***
ORIGIN_SZG01961 3.4262871 0.1007418 34.011 < 2e-16 ***
ORIGIN_SZG01962 4.4190166 0.1006106 43.922 < 2e-16 ***
ORIGIN_SZG01964 -0.5476749 0.1336993 -4.096 4.20e-05 ***
ORIGIN_SZG01979 3.3410476 0.1008099 33.142 < 2e-16 ***
ORIGIN_SZG01980 1.6205519 0.1014257 15.978 < 2e-16 ***
ORIGIN_SZG01981 4.0532496 0.1006123 40.286 < 2e-16 ***
ORIGIN_SZG01982 3.1490595 0.1010791 31.154 < 2e-16 ***
ORIGIN_SZG01983 4.3643812 0.1006132 43.378 < 2e-16 ***
ORIGIN_SZG01984 3.1343212 0.1007937 31.096 < 2e-16 ***
ORIGIN_SZG01985 3.8147120 0.1007106 37.878 < 2e-16 ***
ORIGIN_SZG02001 3.6274748 0.1006845 36.028 < 2e-16 ***
ORIGIN_SZG02002 4.1905185 0.1005903 41.659 < 2e-16 ***
ORIGIN_SZG02003 3.7874751 0.1006443 37.632 < 2e-16 ***
ORIGIN_SZG02004 4.4582367 0.1006058 44.314 < 2e-16 ***
ORIGIN_SZG02005 4.3345616 0.1006061 43.084 < 2e-16 ***
ORIGIN_SZG02006 2.8863024 0.1009282 28.598 < 2e-16 ***
ORIGIN_SZG02007 2.2949952 0.1017470 22.556 < 2e-16 ***
ORIGIN_SZG02022 4.0260105 0.1006818 39.987 < 2e-16 ***
ORIGIN_SZG02023 4.4444373 0.1005878 44.185 < 2e-16 ***
ORIGIN_SZG02024 3.7610797 0.1006284 37.376 < 2e-16 ***
ORIGIN_SZG02025 3.7915342 0.1006245 37.680 < 2e-16 ***
ORIGIN_SZG02026 2.3976510 0.1011692 23.699 < 2e-16 ***
ORIGIN_SZG02027 4.6994545 0.1006004 46.714 < 2e-16 ***
ORIGIN_SZG02043 3.3491252 0.1007947 33.227 < 2e-16 ***
ORIGIN_SZG02044 4.0607524 0.1006078 40.362 < 2e-16 ***
ORIGIN_SZG02045 -0.4934906 0.1250455 -3.946 7.93e-05 ***
ORIGIN_SZG02046 4.0056129 0.1005944 39.819 < 2e-16 ***
ORIGIN_SZG02047 3.8168350 0.1006483 37.922 < 2e-16 ***
ORIGIN_SZG02048 4.0365719 0.1006258 40.115 < 2e-16 ***
ORIGIN_SZG02049 3.0581483 0.1014427 30.147 < 2e-16 ***
ORIGIN_SZG02064 4.0600204 0.1006365 40.343 < 2e-16 ***
ORIGIN_SZG02065 2.5259718 0.1008535 25.046 < 2e-16 ***
ORIGIN_SZG02066 2.0844524 0.1025931 20.318 < 2e-16 ***
ORIGIN_SZG02067 5.2535898 0.1005576 52.245 < 2e-16 ***
ORIGIN_SZG02068 3.6203938 0.1007457 35.936 < 2e-16 ***
ORIGIN_SZG02069 3.9084462 0.1006685 38.825 < 2e-16 ***
ORIGIN_SZG02085 2.9264022 0.1009385 28.992 < 2e-16 ***
ORIGIN_SZG02086 4.3183229 0.1006020 42.925 < 2e-16 ***
ORIGIN_SZG02087 2.9704444 0.1007682 29.478 < 2e-16 ***
ORIGIN_SZG02088 3.6695949 0.1006216 36.469 < 2e-16 ***
ORIGIN_SZG02089 3.3779894 0.1007250 33.537 < 2e-16 ***
ORIGIN_SZG02090 4.9289022 0.1005797 49.005 < 2e-16 ***
ORIGIN_SZG02091 0.2377863 0.1213282 1.960 0.050012 .
ORIGIN_SZG02105 0.8034572 0.1425299 5.637 1.73e-08 ***
ORIGIN_SZG02106 1.2762534 0.1022390 12.483 < 2e-16 ***
ORIGIN_SZG02107 2.3485654 0.1009297 23.269 < 2e-16 ***
ORIGIN_SZG02108 3.6640412 0.1006627 36.399 < 2e-16 ***
ORIGIN_SZG02109 3.7243479 0.1006199 37.014 < 2e-16 ***
ORIGIN_SZG02110 3.1779808 0.1007700 31.537 < 2e-16 ***
ORIGIN_SZG02111 0.5729240 0.1079137 5.309 1.10e-07 ***
ORIGIN_SZG02128 2.2068133 0.1013443 21.775 < 2e-16 ***
ORIGIN_SZG02129 1.5513112 0.1015436 15.277 < 2e-16 ***
ORIGIN_SZG02130 4.1569580 0.1005952 41.324 < 2e-16 ***
ORIGIN_SZG02131 4.5259460 0.1006191 44.981 < 2e-16 ***
ORIGIN_SZG02132 3.4858201 0.1006920 34.619 < 2e-16 ***
ORIGIN_SZG02148 3.0564141 0.1011114 30.228 < 2e-16 ***
ORIGIN_SZG02149 1.4440046 0.1016914 14.200 < 2e-16 ***
ORIGIN_SZG02150 4.0684360 0.1006225 40.433 < 2e-16 ***
ORIGIN_SZG02151 4.5412007 0.1005813 45.150 < 2e-16 ***
ORIGIN_SZG02152 4.7190219 0.1005899 46.913 < 2e-16 ***
ORIGIN_SZG02153 4.0252620 0.1006729 39.984 < 2e-16 ***
ORIGIN_SZG02171 3.0574441 0.1007641 30.343 < 2e-16 ***
ORIGIN_SZG02172 3.2187868 0.1008117 31.929 < 2e-16 ***
ORIGIN_SZG02173 3.6758451 0.1006490 36.521 < 2e-16 ***
ORIGIN_SZG02174 4.0013049 0.1006542 39.753 < 2e-16 ***
ORIGIN_SZG02191 2.5151235 0.1010464 24.891 < 2e-16 ***
ORIGIN_SZG02192 2.4294580 0.1010872 24.033 < 2e-16 ***
ORIGIN_SZG02193 3.3916984 0.1007035 33.680 < 2e-16 ***
ORIGIN_SZG02194 3.8448166 0.1006451 38.202 < 2e-16 ***
ORIGIN_SZG02195 3.2313187 0.1024952 31.527 < 2e-16 ***
ORIGIN_SZG02212 0.2985343 0.1284228 2.325 0.020092 *
ORIGIN_SZG02213 0.3364533 0.1074962 3.130 0.001749 **
ORIGIN_SZG02214 1.0749201 0.1034622 10.389 < 2e-16 ***
ORIGIN_SZG02215 3.5454450 0.1007370 35.195 < 2e-16 ***
ORIGIN_SZG02216 2.5021746 0.1010821 24.754 < 2e-16 ***
ORIGIN_SZG02233 0.7742600 0.1077753 7.184 6.77e-13 ***
ORIGIN_SZG02234 2.0391523 0.1024557 19.903 < 2e-16 ***
ORIGIN_SZG02235 2.2842429 0.1013678 22.534 < 2e-16 ***
ORIGIN_SZG02236 2.2437786 0.1013014 22.150 < 2e-16 ***
ORIGIN_SZG02237 0.1411501 0.1138626 1.240 0.215104
ORIGIN_SZG02256 -0.3724675 0.1124385 -3.313 0.000924 ***
ORIGIN_SZG02257 2.0461818 0.1022011 20.021 < 2e-16 ***
ORIGIN_SZG02258 1.3007989 0.1020407 12.748 < 2e-16 ***
ORIGIN_SZG02259 1.1500473 0.1065378 10.795 < 2e-16 ***
ORIGIN_SZG02277 1.9621605 0.1079246 18.181 < 2e-16 ***
ORIGIN_SZG02278 2.7241265 0.1016249 26.806 < 2e-16 ***
ORIGIN_SZG02279 1.1892371 0.1023240 11.622 < 2e-16 ***
ORIGIN_SZG02280 -0.5864947 0.1422474 -4.123 3.74e-05 ***
ORIGIN_SZG02297 3.9251710 0.1008992 38.902 < 2e-16 ***
ORIGIN_SZG02300 0.0420637 0.1168405 0.360 0.718840
ORIGIN_SZG02301 1.5597690 0.1021660 15.267 < 2e-16 ***
ORIGIN_SZG02318 2.0244820 0.1021504 19.819 < 2e-16 ***
ORIGIN_SZG02319 2.7464249 0.1010338 27.183 < 2e-16 ***
ORIGIN_SZG02322 2.6298667 0.1012516 25.974 < 2e-16 ***
ORIGIN_SZG02337 3.5955177 0.1020344 35.238 < 2e-16 ***
ORIGIN_SZG02341 3.2026174 0.1009390 31.728 < 2e-16 ***
ORIGIN_SZG02343 1.9125346 0.1014994 18.843 < 2e-16 ***
ORIGIN_SZG02361 2.5422547 0.1010815 25.151 < 2e-16 ***
ORIGIN_SZG02364 -0.7338371 0.1194365 -6.144 8.04e-10 ***
ORIGIN_SZG02379 2.7476106 0.1026364 26.770 < 2e-16 ***
ORIGIN_SZG02384 1.9678528 0.1015865 19.371 < 2e-16 ***
ORIGIN_SZG02405 1.6654406 0.1015965 16.393 < 2e-16 ***
ORIGIN_SZG02406 0.2930837 0.1058941 2.768 0.005645 **
ORIGIN_SZG02426 1.1807954 0.1039924 11.355 < 2e-16 ***
ORIGIN_SZG02427 2.7150732 0.1011150 26.851 < 2e-16 ***
ORIGIN_SZG02505 2.8886395 0.1071343 26.963 < 2e-16 ***
DESTIN_SZG00044 1.3493780 0.0506991 26.615 < 2e-16 ***
DESTIN_SZG00046 0.1270484 0.0508754 2.497 0.012516 *
DESTIN_SZG00066 -0.4157943 0.0634297 -6.555 5.56e-11 ***
DESTIN_SZG00067 0.2337303 0.0485651 4.813 1.49e-06 ***
DESTIN_SZG00068 -0.2036026 0.0507596 -4.011 6.04e-05 ***
DESTIN_SZG00086 0.2635754 0.0576227 4.574 4.78e-06 ***
DESTIN_SZG00087 -3.3482723 0.0996317 -33.606 < 2e-16 ***
DESTIN_SZG00088 -0.3225851 0.0495828 -6.506 7.72e-11 ***
DESTIN_SZG00089 -1.1585881 0.0520677 -22.252 < 2e-16 ***
DESTIN_SZG00090 -3.3322501 0.5024202 -6.632 3.30e-11 ***
DESTIN_SZG00109 -0.8783353 0.0531134 -16.537 < 2e-16 ***
DESTIN_SZG00110 -3.3177500 0.1106934 -29.972 < 2e-16 ***
DESTIN_SZG00111 0.9539705 0.0478268 19.946 < 2e-16 ***
DESTIN_SZG00112 -2.5546381 0.0553321 -46.169 < 2e-16 ***
DESTIN_SZG00128 1.0916537 0.0515172 21.190 < 2e-16 ***
DESTIN_SZG00129 -4.4580909 0.1229458 -36.261 < 2e-16 ***
DESTIN_SZG00130 -0.9140708 0.0515029 -17.748 < 2e-16 ***
DESTIN_SZG00131 -1.3927621 0.0526668 -26.445 < 2e-16 ***
DESTIN_SZG00132 -0.6011819 0.0486911 -12.347 < 2e-16 ***
DESTIN_SZG00133 -1.0576247 0.0480566 -22.008 < 2e-16 ***
DESTIN_SZG00134 -0.9302453 0.0478879 -19.425 < 2e-16 ***
DESTIN_SZG00150 -0.5914265 0.0571138 -10.355 < 2e-16 ***
DESTIN_SZG00151 -0.6604248 0.0511953 -12.900 < 2e-16 ***
DESTIN_SZG00152 0.4318867 0.0487331 8.862 < 2e-16 ***
DESTIN_SZG00153 -0.2874460 0.0485542 -5.920 3.22e-09 ***
DESTIN_SZG00154 -2.4625438 0.0536842 -45.871 < 2e-16 ***
DESTIN_SZG00155 -1.7845279 0.0495651 -36.004 < 2e-16 ***
DESTIN_SZG00156 -1.7445769 0.0505192 -34.533 < 2e-16 ***
DESTIN_SZG00172 -1.8835925 0.0645569 -29.177 < 2e-16 ***
DESTIN_SZG00174 -1.3182840 0.0490655 -26.868 < 2e-16 ***
DESTIN_SZG00175 -0.7788083 0.0475707 -16.372 < 2e-16 ***
DESTIN_SZG00176 -2.3042180 0.0544529 -42.316 < 2e-16 ***
DESTIN_SZG00195 -2.7596907 0.0555936 -49.640 < 2e-16 ***
DESTIN_SZG00196 -1.2562712 0.0476727 -26.352 < 2e-16 ***
DESTIN_SZG00197 -3.6369893 0.0986839 -36.855 < 2e-16 ***
DESTIN_SZG00215 -0.6363793 0.0543100 -11.718 < 2e-16 ***
DESTIN_SZG00216 -0.8586570 0.0491570 -17.468 < 2e-16 ***
DESTIN_SZG00217 -0.5155653 0.0474793 -10.859 < 2e-16 ***
DESTIN_SZG00237 -2.8238315 0.0548111 -51.519 < 2e-16 ***
DESTIN_SZG00238 -1.9221132 0.0489283 -39.284 < 2e-16 ***
DESTIN_SZG00239 -2.0695667 0.0551760 -37.508 < 2e-16 ***
DESTIN_SZG00257 0.2218237 0.0491736 4.511 6.45e-06 ***
DESTIN_SZG00258 -1.8063516 0.0505824 -35.711 < 2e-16 ***
DESTIN_SZG00259 -0.7008677 0.0481669 -14.551 < 2e-16 ***
DESTIN_SZG00278 0.2710258 0.0492900 5.499 3.83e-08 ***
DESTIN_SZG00279 -1.2542493 0.0483884 -25.920 < 2e-16 ***
DESTIN_SZG00280 -0.9086123 0.0482548 -18.829 < 2e-16 ***
DESTIN_SZG00298 -3.9457742 0.1405478 -28.074 < 2e-16 ***
DESTIN_SZG00299 -0.9814282 0.0494214 -19.858 < 2e-16 ***
DESTIN_SZG00300 -1.4981134 0.0496361 -30.182 < 2e-16 ***
DESTIN_SZG00320 0.2541526 0.0487349 5.215 1.84e-07 ***
DESTIN_SZG00321 -1.8195677 0.0521243 -34.908 < 2e-16 ***
DESTIN_SZG00322 -0.7435897 0.0481177 -15.454 < 2e-16 ***
DESTIN_SZG00340 1.0466847 0.0480509 21.783 < 2e-16 ***
DESTIN_SZG00341 -0.2063212 0.0481687 -4.283 1.84e-05 ***
DESTIN_SZG00342 -0.7390119 0.0478384 -15.448 < 2e-16 ***
DESTIN_SZG00363 -0.8636047 0.0486725 -17.743 < 2e-16 ***
DESTIN_SZG00364 -0.7636778 0.0473587 -16.125 < 2e-16 ***
DESTIN_SZG00383 0.1668126 0.0475727 3.506 0.000454 ***
DESTIN_SZG00384 -1.0306520 0.0474735 -21.710 < 2e-16 ***
DESTIN_SZG00385 -1.9990720 0.0490884 -40.724 < 2e-16 ***
DESTIN_SZG00404 -0.0204445 0.0490827 -0.417 0.677021
DESTIN_SZG00405 -0.3903360 0.0478935 -8.150 3.64e-16 ***
DESTIN_SZG00406 0.0370746 0.0470587 0.788 0.430792
DESTIN_SZG00407 -0.3156810 0.0476110 -6.630 3.35e-11 ***
DESTIN_SZG00408 0.8768343 0.0470848 18.622 < 2e-16 ***
DESTIN_SZG00425 -1.8407118 0.0524462 -35.097 < 2e-16 ***
DESTIN_SZG00426 -1.4915181 0.0478879 -31.146 < 2e-16 ***
DESTIN_SZG00427 -3.8716253 0.0521919 -74.181 < 2e-16 ***
DESTIN_SZG00428 -1.2905120 0.0480243 -26.872 < 2e-16 ***
DESTIN_SZG00429 -1.6867312 0.0521277 -32.358 < 2e-16 ***
DESTIN_SZG00446 -0.7625183 0.0517769 -14.727 < 2e-16 ***
DESTIN_SZG00447 -1.7091084 0.0498360 -34.295 < 2e-16 ***
DESTIN_SZG00448 -1.9741052 0.0481575 -40.993 < 2e-16 ***
DESTIN_SZG00449 -1.4259777 0.0474383 -30.060 < 2e-16 ***
DESTIN_SZG00450 -1.7975187 0.0483534 -37.175 < 2e-16 ***
DESTIN_SZG00468 -0.9466155 0.0478545 -19.781 < 2e-16 ***
DESTIN_SZG00469 -1.8512682 0.0475846 -38.905 < 2e-16 ***
DESTIN_SZG00470 -1.4590919 0.0473283 -30.829 < 2e-16 ***
DESTIN_SZG00471 -1.3010692 0.0493707 -26.353 < 2e-16 ***
DESTIN_SZG00488 -0.9290897 0.0519164 -17.896 < 2e-16 ***
DESTIN_SZG00489 -2.9851669 0.0665311 -44.869 < 2e-16 ***
DESTIN_SZG00490 -1.0078864 0.0475341 -21.203 < 2e-16 ***
DESTIN_SZG00491 -3.3042468 0.0491221 -67.266 < 2e-16 ***
DESTIN_SZG00493 -3.9546899 0.0680742 -58.094 < 2e-16 ***
DESTIN_SZG00494 -2.0889712 0.0517471 -40.369 < 2e-16 ***
DESTIN_SZG00509 -0.4862749 0.0491096 -9.902 < 2e-16 ***
DESTIN_SZG00510 -0.7510890 0.0478478 -15.697 < 2e-16 ***
DESTIN_SZG00511 -1.4787000 0.0472787 -31.276 < 2e-16 ***
DESTIN_SZG00512 -1.6064568 0.0472374 -34.008 < 2e-16 ***
DESTIN_SZG00513 -0.5615416 0.0474568 -11.833 < 2e-16 ***
DESTIN_SZG00514 -1.0601190 0.0483503 -21.926 < 2e-16 ***
DESTIN_SZG00515 -2.3279965 0.0552222 -42.157 < 2e-16 ***
DESTIN_SZG00530 -1.2746811 0.0554590 -22.984 < 2e-16 ***
DESTIN_SZG00531 1.0886608 0.0472281 23.051 < 2e-16 ***
DESTIN_SZG00532 -1.3289112 0.0476305 -27.900 < 2e-16 ***
DESTIN_SZG00533 -0.0988822 0.0469373 -2.107 0.035145 *
DESTIN_SZG00534 -1.4472693 0.0472634 -30.621 < 2e-16 ***
DESTIN_SZG00536 -1.9021389 0.0501018 -37.965 < 2e-16 ***
DESTIN_SZG00537 -2.6578233 0.0576697 -46.087 < 2e-16 ***
DESTIN_SZG00538 -3.0052947 0.0633400 -47.447 < 2e-16 ***
DESTIN_SZG00539 -6.5423509 0.5792663 -11.294 < 2e-16 ***
DESTIN_SZG00551 -0.6007733 0.0501517 -11.979 < 2e-16 ***
DESTIN_SZG00552 -0.1357004 0.0480112 -2.826 0.004707 **
DESTIN_SZG00553 -2.0626794 0.0475957 -43.338 < 2e-16 ***
DESTIN_SZG00554 -2.0879184 0.0473341 -44.110 < 2e-16 ***
DESTIN_SZG00555 -0.8767678 0.0474455 -18.479 < 2e-16 ***
DESTIN_SZG00559 -3.4187476 0.0720518 -47.448 < 2e-16 ***
DESTIN_SZG00560 -0.7734909 0.0496685 -15.573 < 2e-16 ***
DESTIN_SZG00561 -3.0891624 0.0820202 -37.663 < 2e-16 ***
DESTIN_SZG00572 -1.4044652 0.0569722 -24.652 < 2e-16 ***
DESTIN_SZG00573 0.2234975 0.0479538 4.661 3.15e-06 ***
DESTIN_SZG00574 -1.7285965 0.0495934 -34.855 < 2e-16 ***
DESTIN_SZG00575 0.9469692 0.0468921 20.195 < 2e-16 ***
DESTIN_SZG00576 -1.7474174 0.0472740 -36.964 < 2e-16 ***
DESTIN_SZG00578 -5.4395444 0.1164855 -46.697 < 2e-16 ***
DESTIN_SZG00582 -3.5854989 0.0809682 -44.283 < 2e-16 ***
DESTIN_SZG00583 -5.1910334 0.2232140 -23.256 < 2e-16 ***
DESTIN_SZG00584 -1.7598879 0.0584850 -30.091 < 2e-16 ***
DESTIN_SZG00593 -1.9367878 0.0525263 -36.873 < 2e-16 ***
DESTIN_SZG00594 -0.7666586 0.0487524 -15.726 < 2e-16 ***
DESTIN_SZG00595 -0.9845518 0.0472050 -20.857 < 2e-16 ***
DESTIN_SZG00596 -1.5806219 0.0471285 -33.539 < 2e-16 ***
DESTIN_SZG00597 -2.1032434 0.0493416 -42.626 < 2e-16 ***
DESTIN_SZG00603 -3.0414076 0.0696220 -43.685 < 2e-16 ***
DESTIN_SZG00604 -2.3680084 0.0646052 -36.654 < 2e-16 ***
DESTIN_SZG00615 -1.7243485 0.0490713 -35.140 < 2e-16 ***
DESTIN_SZG00616 -1.0902073 0.0476053 -22.901 < 2e-16 ***
DESTIN_SZG00617 -2.3458559 0.0477345 -49.144 < 2e-16 ***
DESTIN_SZG00618 -1.6258400 0.0472537 -34.407 < 2e-16 ***
DESTIN_SZG00620 -1.6440519 0.0482351 -34.084 < 2e-16 ***
DESTIN_SZG00637 -1.7332877 0.0480763 -36.053 < 2e-16 ***
DESTIN_SZG00638 -1.6113286 0.0471987 -34.139 < 2e-16 ***
DESTIN_SZG00657 -0.3416325 0.0473704 -7.212 5.52e-13 ***
DESTIN_SZG00658 -1.0044525 0.0472354 -21.265 < 2e-16 ***
DESTIN_SZG00659 -1.3390238 0.0472034 -28.367 < 2e-16 ***
DESTIN_SZG00660 -0.7534230 0.0470286 -16.021 < 2e-16 ***
DESTIN_SZG00662 -1.3706275 0.0481876 -28.444 < 2e-16 ***
DESTIN_SZG00677 -0.2776290 0.0477685 -5.812 6.17e-09 ***
DESTIN_SZG00678 -2.2335798 0.0488488 -45.724 < 2e-16 ***
DESTIN_SZG00679 -0.7304659 0.0471226 -15.501 < 2e-16 ***
DESTIN_SZG00680 0.6810882 0.0469319 14.512 < 2e-16 ***
DESTIN_SZG00681 -3.0409611 0.0501618 -60.623 < 2e-16 ***
DESTIN_SZG00699 -0.8933591 0.0476766 -18.738 < 2e-16 ***
DESTIN_SZG00700 -1.2769852 0.0473387 -26.976 < 2e-16 ***
DESTIN_SZG00701 -3.5768026 0.0505891 -70.703 < 2e-16 ***
DESTIN_SZG00702 -1.0914823 0.0470993 -23.174 < 2e-16 ***
DESTIN_SZG00704 -1.8889832 0.0480136 -39.343 < 2e-16 ***
DESTIN_SZG00722 -2.1655028 0.0478476 -45.258 < 2e-16 ***
DESTIN_SZG00725 -4.2071507 0.0540255 -77.873 < 2e-16 ***
DESTIN_SZG00741 -0.2747129 0.0474066 -5.795 6.84e-09 ***
DESTIN_SZG00743 -3.7982864 0.0513100 -74.026 < 2e-16 ***
DESTIN_SZG00744 -1.0472576 0.0471122 -22.229 < 2e-16 ***
DESTIN_SZG00761 0.0010571 0.0476057 0.022 0.982285
DESTIN_SZG00762 -1.9031676 0.0485416 -39.207 < 2e-16 ***
DESTIN_SZG00763 -3.5849464 0.0510888 -70.171 < 2e-16 ***
DESTIN_SZG00764 -0.4216604 0.0469946 -8.973 < 2e-16 ***
DESTIN_SZG00765 -1.9773625 0.0477762 -41.388 < 2e-16 ***
DESTIN_SZG00767 -1.6419319 0.0473794 -34.655 < 2e-16 ***
DESTIN_SZG00772 -2.5300951 0.0584598 -43.279 < 2e-16 ***
DESTIN_SZG00784 -3.2632126 0.0508801 -64.135 < 2e-16 ***
DESTIN_SZG00785 -1.4699436 0.0471873 -31.151 < 2e-16 ***
DESTIN_SZG00786 -1.4151454 0.0471342 -30.024 < 2e-16 ***
DESTIN_SZG00787 -1.9327521 0.0478365 -40.403 < 2e-16 ***
DESTIN_SZG00788 -3.3941926 0.0489146 -69.390 < 2e-16 ***
DESTIN_SZG00789 -3.7677840 0.0497937 -75.668 < 2e-16 ***
DESTIN_SZG00803 -1.2806344 0.0488551 -26.213 < 2e-16 ***
DESTIN_SZG00804 -0.7937305 0.0473380 -16.767 < 2e-16 ***
DESTIN_SZG00805 0.3030261 0.0469577 6.453 1.10e-10 ***
DESTIN_SZG00806 -1.6477099 0.0472267 -34.889 < 2e-16 ***
DESTIN_SZG00807 -1.5922821 0.0473894 -33.600 < 2e-16 ***
DESTIN_SZG00808 -3.3102436 0.0508480 -65.101 < 2e-16 ***
DESTIN_SZG00809 -1.8367185 0.0471932 -38.919 < 2e-16 ***
DESTIN_SZG00810 -2.2667929 0.0476775 -47.544 < 2e-16 ***
DESTIN_SZG00814 -1.5095090 0.0508234 -29.701 < 2e-16 ***
DESTIN_SZG00819 0.6976746 0.0490486 14.224 < 2e-16 ***
DESTIN_SZG00824 -0.9243246 0.0487543 -18.959 < 2e-16 ***
DESTIN_SZG00826 -1.3041730 0.0472556 -27.598 < 2e-16 ***
DESTIN_SZG00827 -1.5564571 0.0472760 -32.923 < 2e-16 ***
DESTIN_SZG00828 -1.3740604 0.0471210 -29.160 < 2e-16 ***
DESTIN_SZG00829 -1.9964091 0.0475890 -41.951 < 2e-16 ***
DESTIN_SZG00830 -3.2342309 0.0485716 -66.587 < 2e-16 ***
DESTIN_SZG00831 0.1401467 0.0469607 2.984 0.002842 **
DESTIN_SZG00832 -0.2447902 0.0470676 -5.201 1.98e-07 ***
DESTIN_SZG00835 -2.0178607 0.0508503 -39.682 < 2e-16 ***
DESTIN_SZG00844 -1.2816815 0.0501708 -25.546 < 2e-16 ***
DESTIN_SZG00846 -1.2830165 0.0473740 -27.083 < 2e-16 ***
DESTIN_SZG00847 -0.4855510 0.0470744 -10.315 < 2e-16 ***
DESTIN_SZG00848 -1.7493361 0.0472851 -36.996 < 2e-16 ***
DESTIN_SZG00849 -2.5008676 0.0475882 -52.552 < 2e-16 ***
DESTIN_SZG00850 -1.7458249 0.0472279 -36.966 < 2e-16 ***
DESTIN_SZG00851 -2.1045693 0.0472810 -44.512 < 2e-16 ***
DESTIN_SZG00852 -2.3692662 0.0476383 -49.734 < 2e-16 ***
DESTIN_SZG00853 -1.1552375 0.0476324 -24.253 < 2e-16 ***
DESTIN_SZG00854 -1.3238359 0.0489993 -27.017 < 2e-16 ***
DESTIN_SZG00855 -2.2594133 0.0508549 -44.429 < 2e-16 ***
DESTIN_SZG00856 -2.9359052 0.0564878 -51.974 < 2e-16 ***
DESTIN_SZG00866 -0.5865325 0.0479305 -12.237 < 2e-16 ***
DESTIN_SZG00867 0.0100527 0.0470904 0.213 0.830955
DESTIN_SZG00868 -0.3709730 0.0471547 -7.867 3.63e-15 ***
DESTIN_SZG00869 0.3974124 0.0471551 8.428 < 2e-16 ***
DESTIN_SZG00870 -0.0502006 0.0469620 -1.069 0.285087
DESTIN_SZG00871 -0.1017070 0.0470451 -2.162 0.030625 *
DESTIN_SZG00872 -1.6279458 0.0472053 -34.486 < 2e-16 ***
DESTIN_SZG00873 -2.1053563 0.0475506 -44.276 < 2e-16 ***
DESTIN_SZG00874 -3.4595239 0.0487319 -70.991 < 2e-16 ***
DESTIN_SZG00875 -2.8618758 0.0547666 -52.256 < 2e-16 ***
DESTIN_SZG00876 -2.5385359 0.0506590 -50.110 < 2e-16 ***
DESTIN_SZG00877 -1.6677040 0.0490650 -33.990 < 2e-16 ***
DESTIN_SZG00887 -1.2171503 0.0475992 -25.571 < 2e-16 ***
DESTIN_SZG00888 -2.5520159 0.0487775 -52.320 < 2e-16 ***
DESTIN_SZG00889 -1.9526348 0.0485947 -40.182 < 2e-16 ***
DESTIN_SZG00890 -0.8890549 0.0471179 -18.869 < 2e-16 ***
DESTIN_SZG00891 -2.5149901 0.0490348 -51.290 < 2e-16 ***
DESTIN_SZG00893 -1.2684892 0.0470882 -26.939 < 2e-16 ***
DESTIN_SZG00894 -2.9377452 0.0483089 -60.812 < 2e-16 ***
DESTIN_SZG00895 -1.7106901 0.0478062 -35.784 < 2e-16 ***
DESTIN_SZG00896 -3.8953958 0.0556609 -69.984 < 2e-16 ***
DESTIN_SZG00897 -3.8311950 0.0542380 -70.637 < 2e-16 ***
DESTIN_SZG00898 -1.6916369 0.0490531 -34.486 < 2e-16 ***
DESTIN_SZG00908 -0.4128312 0.0480325 -8.595 < 2e-16 ***
DESTIN_SZG00909 -1.4010265 0.0473055 -29.617 < 2e-16 ***
DESTIN_SZG00910 -2.3967049 0.0483308 -49.590 < 2e-16 ***
DESTIN_SZG00911 -0.1182409 0.0470441 -2.513 0.011957 *
DESTIN_SZG00912 -1.8086957 0.0474066 -38.153 < 2e-16 ***
DESTIN_SZG00915 -1.8489983 0.0472579 -39.126 < 2e-16 ***
DESTIN_SZG00917 -0.4589493 0.0472142 -9.721 < 2e-16 ***
DESTIN_SZG00918 -4.8133548 0.0615798 -78.164 < 2e-16 ***
DESTIN_SZG00919 -2.9760221 0.0491169 -60.591 < 2e-16 ***
DESTIN_SZG00928 -2.3465807 0.0498885 -47.037 < 2e-16 ***
DESTIN_SZG00929 -1.4318573 0.0473737 -30.225 < 2e-16 ***
DESTIN_SZG00930 -0.2467387 0.0470150 -5.248 1.54e-07 ***
DESTIN_SZG00931 -1.7682889 0.0479625 -36.868 < 2e-16 ***
DESTIN_SZG00932 -3.5511188 0.0528133 -67.239 < 2e-16 ***
DESTIN_SZG00933 -1.4085060 0.0474706 -29.671 < 2e-16 ***
DESTIN_SZG00934 -1.9007167 0.0475691 -39.957 < 2e-16 ***
DESTIN_SZG00935 0.2021300 0.0469488 4.305 1.67e-05 ***
DESTIN_SZG00938 -5.9697902 0.1803544 -33.100 < 2e-16 ***
DESTIN_SZG00939 0.4864970 0.0470282 10.345 < 2e-16 ***
DESTIN_SZG00940 -3.4555130 0.0504345 -68.515 < 2e-16 ***
DESTIN_SZG00949 -2.0146996 0.0490406 -41.082 < 2e-16 ***
DESTIN_SZG00950 -0.0719626 0.0471348 -1.527 0.126826
DESTIN_SZG00951 0.7333422 0.0469497 15.620 < 2e-16 ***
DESTIN_SZG00952 -0.8911453 0.0474974 -18.762 < 2e-16 ***
DESTIN_SZG00953 -1.3506261 0.0476503 -28.345 < 2e-16 ***
DESTIN_SZG00954 -3.3422327 0.0498841 -67.000 < 2e-16 ***
DESTIN_SZG00955 -0.4705028 0.0470765 -9.994 < 2e-16 ***
DESTIN_SZG00956 -2.4803320 0.0477589 -51.934 < 2e-16 ***
DESTIN_SZG00957 -2.3016081 0.0476624 -48.290 < 2e-16 ***
DESTIN_SZG00959 -2.0742869 0.0519271 -39.946 < 2e-16 ***
DESTIN_SZG00961 -2.3215307 0.0484177 -47.948 < 2e-16 ***
DESTIN_SZG00962 -0.1997413 0.0471696 -4.235 2.29e-05 ***
DESTIN_SZG00970 -0.6853120 0.0472762 -14.496 < 2e-16 ***
DESTIN_SZG00971 -0.6650592 0.0470891 -14.123 < 2e-16 ***
DESTIN_SZG00972 -1.4449506 0.0473835 -30.495 < 2e-16 ***
DESTIN_SZG00974 -1.8626532 0.0480074 -38.799 < 2e-16 ***
DESTIN_SZG00975 -3.1106991 0.0495393 -62.793 < 2e-16 ***
DESTIN_SZG00976 -2.5662047 0.0481815 -53.261 < 2e-16 ***
DESTIN_SZG00977 -2.0787865 0.0473253 -43.926 < 2e-16 ***
DESTIN_SZG00978 -2.4554751 0.0481236 -51.024 < 2e-16 ***
DESTIN_SZG00982 -2.9662202 0.0481205 -61.642 < 2e-16 ***
DESTIN_SZG00983 2.4619355 0.0482746 50.999 < 2e-16 ***
DESTIN_SZG00984 1.4377046 0.0472596 30.421 < 2e-16 ***
DESTIN_SZG00991 -0.5846142 0.0473527 -12.346 < 2e-16 ***
DESTIN_SZG00992 -0.4755262 0.0471764 -10.080 < 2e-16 ***
DESTIN_SZG00993 -2.1507512 0.0478249 -44.971 < 2e-16 ***
DESTIN_SZG00994 -2.1226037 0.0481799 -44.056 < 2e-16 ***
DESTIN_SZG00995 -1.4586390 0.0475264 -30.691 < 2e-16 ***
DESTIN_SZG00996 -2.0803509 0.0480860 -43.263 < 2e-16 ***
DESTIN_SZG00997 -1.9519604 0.0487104 -40.073 < 2e-16 ***
DESTIN_SZG00998 -1.4838422 0.0472587 -31.398 < 2e-16 ***
DESTIN_SZG00999 -2.5704987 0.0479045 -53.659 < 2e-16 ***
DESTIN_SZG01001 -1.6125597 0.0493916 -32.648 < 2e-16 ***
DESTIN_SZG01003 -0.2565934 0.0470169 -5.457 4.83e-08 ***
DESTIN_SZG01004 -1.3869139 0.0471702 -29.402 < 2e-16 ***
DESTIN_SZG01011 -1.1625116 0.0483719 -24.033 < 2e-16 ***
DESTIN_SZG01012 0.3353467 0.0472558 7.096 1.28e-12 ***
DESTIN_SZG01013 -1.0859014 0.0474801 -22.871 < 2e-16 ***
DESTIN_SZG01014 -2.7057119 0.0494506 -54.715 < 2e-16 ***
DESTIN_SZG01015 0.0147725 0.0470625 0.314 0.753604
DESTIN_SZG01016 0.0299270 0.0470274 0.636 0.524533
DESTIN_SZG01018 -2.4089544 0.0484158 -49.756 < 2e-16 ***
DESTIN_SZG01019 -1.4276993 0.0472453 -30.219 < 2e-16 ***
DESTIN_SZG01023 -2.4620370 0.0486713 -50.585 < 2e-16 ***
DESTIN_SZG01024 -1.5813632 0.0473431 -33.402 < 2e-16 ***
DESTIN_SZG01025 -5.8336358 0.0798243 -73.081 < 2e-16 ***
DESTIN_SZG01033 -0.5158069 0.0473536 -10.893 < 2e-16 ***
DESTIN_SZG01034 -0.0056110 0.0470930 -0.119 0.905158
DESTIN_SZG01035 -0.1762377 0.0471145 -3.741 0.000184 ***
DESTIN_SZG01036 0.2679986 0.0470326 5.698 1.21e-08 ***
DESTIN_SZG01037 -1.0820640 0.0472554 -22.898 < 2e-16 ***
DESTIN_SZG01043 -0.8503506 0.0481324 -17.667 < 2e-16 ***
DESTIN_SZG01045 -1.5980207 0.0472555 -33.817 < 2e-16 ***
DESTIN_SZG01046 -1.3080455 0.0472568 -27.680 < 2e-16 ***
DESTIN_SZG01053 0.3280366 0.0471155 6.962 3.35e-12 ***
DESTIN_SZG01054 -0.0478033 0.0471359 -1.014 0.310507
DESTIN_SZG01055 -1.2395016 0.0475502 -26.067 < 2e-16 ***
DESTIN_SZG01056 -1.7876870 0.0481297 -37.143 < 2e-16 ***
DESTIN_SZG01064 -4.2297075 0.0989382 -42.751 < 2e-16 ***
DESTIN_SZG01066 -0.6672055 0.0470753 -14.173 < 2e-16 ***
DESTIN_SZG01067 -0.8014580 0.0473475 -16.927 < 2e-16 ***
DESTIN_SZG01074 -1.7978321 0.0487747 -36.860 < 2e-16 ***
DESTIN_SZG01075 -0.1863984 0.0472648 -3.944 8.02e-05 ***
DESTIN_SZG01076 -0.9516600 0.0473561 -20.096 < 2e-16 ***
DESTIN_SZG01077 -1.7884600 0.0479624 -37.289 < 2e-16 ***
DESTIN_SZG01079 -0.6602685 0.0472266 -13.981 < 2e-16 ***
DESTIN_SZG01085 -2.5224074 0.0732100 -34.454 < 2e-16 ***
DESTIN_SZG01087 -1.4568018 0.0472929 -30.804 < 2e-16 ***
DESTIN_SZG01088 -1.1593684 0.0472193 -24.553 < 2e-16 ***
DESTIN_SZG01094 -3.3096949 0.0672191 -49.237 < 2e-16 ***
DESTIN_SZG01095 -0.8929945 0.0488060 -18.297 < 2e-16 ***
DESTIN_SZG01096 -0.6027343 0.0492222 -12.245 < 2e-16 ***
DESTIN_SZG01097 0.0327716 0.0470651 0.696 0.486238
DESTIN_SZG01098 -2.6977351 0.0516057 -52.276 < 2e-16 ***
DESTIN_SZG01099 -1.3193489 0.0474924 -27.780 < 2e-16 ***
DESTIN_SZG01105 0.5859597 0.0477346 12.275 < 2e-16 ***
DESTIN_SZG01106 -4.4886130 0.0969366 -46.305 < 2e-16 ***
DESTIN_SZG01107 -1.2072333 0.0474933 -25.419 < 2e-16 ***
DESTIN_SZG01108 1.0431531 0.0469569 22.215 < 2e-16 ***
DESTIN_SZG01109 -3.2528312 0.0513501 -63.346 < 2e-16 ***
DESTIN_SZG01116 -0.8797869 0.0476500 -18.464 < 2e-16 ***
DESTIN_SZG01117 -0.3072231 0.0473811 -6.484 8.93e-11 ***
DESTIN_SZG01118 -2.1125250 0.0500696 -42.192 < 2e-16 ***
DESTIN_SZG01119 -1.6970525 0.0479734 -35.375 < 2e-16 ***
DESTIN_SZG01120 -2.2885841 0.0497253 -46.025 < 2e-16 ***
DESTIN_SZG01129 -2.0257756 0.0475453 -42.607 < 2e-16 ***
DESTIN_SZG01130 -1.3667250 0.0472321 -28.936 < 2e-16 ***
DESTIN_SZG01131 0.1749744 0.0471935 3.708 0.000209 ***
DESTIN_SZG01136 0.4477141 0.0471120 9.503 < 2e-16 ***
DESTIN_SZG01138 -1.9916058 0.0497588 -40.025 < 2e-16 ***
DESTIN_SZG01139 -1.1541714 0.0473770 -24.361 < 2e-16 ***
DESTIN_SZG01141 -1.2060553 0.0474779 -25.402 < 2e-16 ***
DESTIN_SZG01148 -2.3657380 0.0552439 -42.824 < 2e-16 ***
DESTIN_SZG01149 -2.4248644 0.0487273 -49.764 < 2e-16 ***
DESTIN_SZG01150 -2.0084651 0.0473709 -42.399 < 2e-16 ***
DESTIN_SZG01151 -1.3059061 0.0473502 -27.580 < 2e-16 ***
DESTIN_SZG01158 -1.5188160 0.0480026 -31.640 < 2e-16 ***
DESTIN_SZG01159 -1.4083654 0.0476636 -29.548 < 2e-16 ***
DESTIN_SZG01160 0.0617368 0.0470587 1.312 0.189550
DESTIN_SZG01171 -1.0558712 0.0472653 -22.339 < 2e-16 ***
DESTIN_SZG01172 0.2494495 0.0470060 5.307 1.12e-07 ***
DESTIN_SZG01173 -0.2940364 0.0471772 -6.233 4.59e-10 ***
DESTIN_SZG01174 -2.5989747 0.0626616 -41.476 < 2e-16 ***
DESTIN_SZG01178 0.6498039 0.0470163 13.821 < 2e-16 ***
DESTIN_SZG01179 -0.3664748 0.0471553 -7.772 7.75e-15 ***
DESTIN_SZG01180 -0.3840668 0.0471292 -8.149 3.66e-16 ***
DESTIN_SZG01181 -1.6057911 0.0477004 -33.664 < 2e-16 ***
DESTIN_SZG01183 -0.0962642 0.0471132 -2.043 0.041027 *
DESTIN_SZG01190 -2.4070162 0.0549521 -43.802 < 2e-16 ***
DESTIN_SZG01192 -1.1287996 0.0472129 -23.909 < 2e-16 ***
DESTIN_SZG01193 -0.9330098 0.0472141 -19.761 < 2e-16 ***
DESTIN_SZG01194 -0.3491814 0.0472864 -7.384 1.53e-13 ***
DESTIN_SZG01200 -0.6985916 0.0473935 -14.740 < 2e-16 ***
DESTIN_SZG01201 -1.0110683 0.0474358 -21.314 < 2e-16 ***
DESTIN_SZG01203 -1.0311900 0.0474974 -21.710 < 2e-16 ***
DESTIN_SZG01204 -1.3258199 0.0476687 -27.813 < 2e-16 ***
DESTIN_SZG01211 -5.6979980 0.2814144 -20.248 < 2e-16 ***
DESTIN_SZG01214 -1.9998615 0.0476610 -41.960 < 2e-16 ***
DESTIN_SZG01215 -1.5648353 0.0481904 -32.472 < 2e-16 ***
DESTIN_SZG01216 -0.8610447 0.0479658 -17.951 < 2e-16 ***
DESTIN_SZG01220 -0.5180771 0.0472590 -10.963 < 2e-16 ***
DESTIN_SZG01221 0.0529660 0.0470604 1.125 0.260381
DESTIN_SZG01222 -1.2465542 0.0484636 -25.721 < 2e-16 ***
DESTIN_SZG01223 -1.6736425 0.0481530 -34.757 < 2e-16 ***
DESTIN_SZG01224 -1.1065718 0.0475213 -23.286 < 2e-16 ***
DESTIN_SZG01231 -3.6502045 0.0740745 -49.277 < 2e-16 ***
DESTIN_SZG01232 -1.7866272 0.0528660 -33.795 < 2e-16 ***
DESTIN_SZG01235 -1.2155131 0.0472819 -25.708 < 2e-16 ***
DESTIN_SZG01236 -1.2454128 0.0476277 -26.149 < 2e-16 ***
DESTIN_SZG01241 -1.8792411 0.0482709 -38.931 < 2e-16 ***
DESTIN_SZG01242 -1.4279937 0.0477147 -29.928 < 2e-16 ***
DESTIN_SZG01243 -0.3215791 0.0471589 -6.819 9.16e-12 ***
DESTIN_SZG01246 -1.3828104 0.0476158 -29.041 < 2e-16 ***
DESTIN_SZG01256 -1.9139165 0.0476696 -40.150 < 2e-16 ***
DESTIN_SZG01257 -0.7696919 0.0473148 -16.267 < 2e-16 ***
DESTIN_SZG01258 0.1003458 0.0472011 2.126 0.033510 *
DESTIN_SZG01262 -2.0744181 0.0485221 -42.752 < 2e-16 ***
DESTIN_SZG01263 0.2014187 0.0470124 4.284 1.83e-05 ***
DESTIN_SZG01264 -0.7409782 0.0474651 -15.611 < 2e-16 ***
DESTIN_SZG01265 -0.7441546 0.0474977 -15.667 < 2e-16 ***
DESTIN_SZG01266 -0.6733801 0.0473523 -14.221 < 2e-16 ***
DESTIN_SZG01267 -2.0467640 0.0495236 -41.329 < 2e-16 ***
DESTIN_SZG01272 -5.8453806 0.1200217 -48.703 < 2e-16 ***
DESTIN_SZG01273 -0.8583474 0.0474552 -18.088 < 2e-16 ***
DESTIN_SZG01277 -0.6344553 0.0471257 -13.463 < 2e-16 ***
DESTIN_SZG01278 -1.0003640 0.0473169 -21.142 < 2e-16 ***
DESTIN_SZG01283 0.6691571 0.0470100 14.234 < 2e-16 ***
DESTIN_SZG01284 0.2116471 0.0470464 4.499 6.84e-06 ***
DESTIN_SZG01285 -0.0583088 0.0470999 -1.238 0.215723
DESTIN_SZG01286 -1.0412491 0.0478592 -21.757 < 2e-16 ***
DESTIN_SZG01289 -3.3735942 0.0598038 -56.411 < 2e-16 ***
DESTIN_SZG01293 -4.9580607 0.0874024 -56.727 < 2e-16 ***
DESTIN_SZG01294 -0.8657668 0.0476719 -18.161 < 2e-16 ***
DESTIN_SZG01295 -3.1721565 0.0519017 -61.119 < 2e-16 ***
DESTIN_SZG01298 -1.5035209 0.0474199 -31.707 < 2e-16 ***
DESTIN_SZG01299 -1.6977620 0.0477468 -35.558 < 2e-16 ***
DESTIN_SZG01304 -0.4585957 0.0472547 -9.705 < 2e-16 ***
DESTIN_SZG01305 -0.2766892 0.0470768 -5.877 4.17e-09 ***
DESTIN_SZG01307 -1.7508901 0.0506494 -34.569 < 2e-16 ***
DESTIN_SZG01308 -0.4306673 0.0471942 -9.125 < 2e-16 ***
DESTIN_SZG01310 -5.5953627 0.1947207 -28.735 < 2e-16 ***
DESTIN_SZG01316 -2.8338253 0.0494533 -57.303 < 2e-16 ***
DESTIN_SZG01317 -2.8525719 0.0486898 -58.587 < 2e-16 ***
DESTIN_SZG01318 -3.0065462 0.0494798 -60.763 < 2e-16 ***
DESTIN_SZG01319 -0.1062145 0.0470523 -2.257 0.023985 *
DESTIN_SZG01320 -2.2398850 0.0487995 -45.900 < 2e-16 ***
DESTIN_SZG01324 -0.2202780 0.0494038 -4.459 8.24e-06 ***
DESTIN_SZG01325 -2.2678402 0.0489714 -46.309 < 2e-16 ***
DESTIN_SZG01326 -0.6580664 0.0472100 -13.939 < 2e-16 ***
DESTIN_SZG01327 -0.4924503 0.0471743 -10.439 < 2e-16 ***
DESTIN_SZG01328 -0.6647489 0.0473135 -14.050 < 2e-16 ***
DESTIN_SZG01329 -0.8227658 0.0476552 -17.265 < 2e-16 ***
DESTIN_SZG01330 0.3991907 0.0471618 8.464 < 2e-16 ***
DESTIN_SZG01331 -5.7258872 0.2624320 -21.819 < 2e-16 ***
DESTIN_SZG01333 -2.2567515 0.0494744 -45.615 < 2e-16 ***
DESTIN_SZG01334 -1.8512628 0.0486086 -38.085 < 2e-16 ***
DESTIN_SZG01335 -0.1992537 0.0472222 -4.219 2.45e-05 ***
DESTIN_SZG01336 -4.0333656 0.0729316 -55.303 < 2e-16 ***
DESTIN_SZG01337 -3.6819467 0.0553096 -66.570 < 2e-16 ***
DESTIN_SZG01338 -4.1390898 0.0539084 -76.780 < 2e-16 ***
DESTIN_SZG01339 -0.4081029 0.0470646 -8.671 < 2e-16 ***
DESTIN_SZG01340 -1.8208604 0.0477916 -38.100 < 2e-16 ***
DESTIN_SZG01341 -5.7683535 0.1070945 -53.862 < 2e-16 ***
DESTIN_SZG01346 -0.6797336 0.0474227 -14.334 < 2e-16 ***
DESTIN_SZG01347 0.5721168 0.0470318 12.164 < 2e-16 ***
DESTIN_SZG01348 -0.8423814 0.0473409 -17.794 < 2e-16 ***
DESTIN_SZG01349 0.0669067 0.0471700 1.418 0.156069
DESTIN_SZG01350 -1.5705689 0.0485290 -32.364 < 2e-16 ***
DESTIN_SZG01353 -0.7476026 0.0472926 -15.808 < 2e-16 ***
DESTIN_SZG01354 -2.0896034 0.0483476 -43.220 < 2e-16 ***
DESTIN_SZG01355 -1.9357656 0.0481539 -40.200 < 2e-16 ***
DESTIN_SZG01357 -2.5306011 0.0504414 -50.169 < 2e-16 ***
DESTIN_SZG01358 -0.4281359 0.0470618 -9.097 < 2e-16 ***
DESTIN_SZG01359 -1.8359352 0.0473712 -38.756 < 2e-16 ***
DESTIN_SZG01360 -2.0040978 0.0474854 -42.204 < 2e-16 ***
DESTIN_SZG01361 -1.6735080 0.0477292 -35.063 < 2e-16 ***
DESTIN_SZG01362 -3.2091899 0.0551870 -58.151 < 2e-16 ***
DESTIN_SZG01368 -1.5264262 0.0477186 -31.988 < 2e-16 ***
DESTIN_SZG01369 -1.4359729 0.0476601 -30.129 < 2e-16 ***
DESTIN_SZG01370 0.2745472 0.0470244 5.838 5.27e-09 ***
DESTIN_SZG01371 -0.8471687 0.0474992 -17.835 < 2e-16 ***
DESTIN_SZG01372 -0.7935097 0.0473947 -16.743 < 2e-16 ***
DESTIN_SZG01373 -3.6675408 0.0570252 -64.314 < 2e-16 ***
DESTIN_SZG01374 -2.4758604 0.0490217 -50.505 < 2e-16 ***
DESTIN_SZG01375 -0.6273971 0.0474519 -13.222 < 2e-16 ***
DESTIN_SZG01376 -2.4149457 0.0498501 -48.444 < 2e-16 ***
DESTIN_SZG01379 -5.0819947 0.0786651 -64.603 < 2e-16 ***
DESTIN_SZG01380 0.2265100 0.0469898 4.820 1.43e-06 ***
DESTIN_SZG01381 0.3980915 0.0469786 8.474 < 2e-16 ***
DESTIN_SZG01382 -0.3926583 0.0471326 -8.331 < 2e-16 ***
DESTIN_SZG01383 -3.2562422 0.0508550 -64.030 < 2e-16 ***
DESTIN_SZG01388 -0.7525673 0.0473084 -15.908 < 2e-16 ***
DESTIN_SZG01389 -1.0586963 0.0474330 -22.320 < 2e-16 ***
DESTIN_SZG01390 -0.7625565 0.0473768 -16.096 < 2e-16 ***
DESTIN_SZG01391 -0.0712123 0.0471430 -1.511 0.130900
DESTIN_SZG01392 -0.8286315 0.0485014 -17.085 < 2e-16 ***
DESTIN_SZG01393 -1.3899295 0.0476553 -29.166 < 2e-16 ***
DESTIN_SZG01394 -0.9486907 0.0472813 -20.065 < 2e-16 ***
DESTIN_SZG01395 -1.3381432 0.0474150 -28.222 < 2e-16 ***
DESTIN_SZG01396 -0.6962237 0.0471886 -14.754 < 2e-16 ***
DESTIN_SZG01397 -1.5864627 0.0475067 -33.394 < 2e-16 ***
DESTIN_SZG01398 -1.9733087 0.0489021 -40.352 < 2e-16 ***
DESTIN_SZG01400 -2.5662859 0.0482135 -53.228 < 2e-16 ***
DESTIN_SZG01401 -0.7359834 0.0470356 -15.647 < 2e-16 ***
DESTIN_SZG01402 -1.4874822 0.0472306 -31.494 < 2e-16 ***
DESTIN_SZG01404 -1.9158921 0.0517967 -36.989 < 2e-16 ***
DESTIN_SZG01410 0.2342539 0.0470434 4.980 6.37e-07 ***
DESTIN_SZG01411 -0.6244814 0.0473825 -13.180 < 2e-16 ***
DESTIN_SZG01412 0.0098418 0.0470631 0.209 0.834355
DESTIN_SZG01413 -0.4444020 0.0471940 -9.416 < 2e-16 ***
DESTIN_SZG01414 -0.8977685 0.0472457 -19.002 < 2e-16 ***
DESTIN_SZG01415 -0.6273128 0.0471976 -13.291 < 2e-16 ***
DESTIN_SZG01416 -1.1001646 0.0473755 -23.222 < 2e-16 ***
DESTIN_SZG01417 -1.1261604 0.0472357 -23.841 < 2e-16 ***
DESTIN_SZG01418 -1.0778315 0.0472339 -22.819 < 2e-16 ***
DESTIN_SZG01419 -1.5067462 0.0475289 -31.702 < 2e-16 ***
DESTIN_SZG01422 -1.9119221 0.0473237 -40.401 < 2e-16 ***
DESTIN_SZG01423 -1.3664137 0.0472078 -28.945 < 2e-16 ***
DESTIN_SZG01430 -0.0257457 0.0471395 -0.546 0.584956
DESTIN_SZG01431 0.3867866 0.0470250 8.225 < 2e-16 ***
DESTIN_SZG01432 -0.0523354 0.0470636 -1.112 0.266131
DESTIN_SZG01433 -0.9589777 0.0477805 -20.070 < 2e-16 ***
DESTIN_SZG01434 0.0526122 0.0470651 1.118 0.263627
DESTIN_SZG01435 -0.5359811 0.0471215 -11.374 < 2e-16 ***
DESTIN_SZG01436 -1.8946369 0.0480639 -39.419 < 2e-16 ***
DESTIN_SZG01437 -1.2165149 0.0473148 -25.711 < 2e-16 ***
DESTIN_SZG01438 -0.7009768 0.0470843 -14.888 < 2e-16 ***
DESTIN_SZG01439 0.0918097 0.0470246 1.952 0.050893 .
DESTIN_SZG01440 -0.5676046 0.0472933 -12.002 < 2e-16 ***
DESTIN_SZG01442 -3.5321846 0.0497356 -71.019 < 2e-16 ***
DESTIN_SZG01443 -1.7648272 0.0472854 -37.323 < 2e-16 ***
DESTIN_SZG01444 -0.7545956 0.0473011 -15.953 < 2e-16 ***
DESTIN_SZG01452 0.6116464 0.0469965 13.015 < 2e-16 ***
DESTIN_SZG01453 -0.1904578 0.0471486 -4.040 5.36e-05 ***
DESTIN_SZG01454 -1.2734340 0.0481912 -26.425 < 2e-16 ***
DESTIN_SZG01455 -0.7561040 0.0474055 -15.950 < 2e-16 ***
DESTIN_SZG01456 -0.7334787 0.0472375 -15.527 < 2e-16 ***
DESTIN_SZG01457 -0.1405184 0.0471023 -2.983 0.002852 **
DESTIN_SZG01458 0.7579044 0.0469624 16.139 < 2e-16 ***
DESTIN_SZG01459 -1.9907036 0.0475817 -41.838 < 2e-16 ***
DESTIN_SZG01460 -0.8045253 0.0470965 -17.083 < 2e-16 ***
DESTIN_SZG01461 -0.9562740 0.0473529 -20.195 < 2e-16 ***
DESTIN_SZG01464 -1.9087997 0.0474474 -40.230 < 2e-16 ***
DESTIN_SZG01465 -2.6446626 0.0480746 -55.012 < 2e-16 ***
DESTIN_SZG01472 -0.4498422 0.0474125 -9.488 < 2e-16 ***
DESTIN_SZG01473 0.4565237 0.0470281 9.707 < 2e-16 ***
DESTIN_SZG01474 0.2479014 0.0470093 5.273 1.34e-07 ***
DESTIN_SZG01475 -0.0374394 0.0470682 -0.795 0.426364
DESTIN_SZG01476 -1.1006879 0.0474164 -23.213 < 2e-16 ***
DESTIN_SZG01477 0.6957817 0.0469530 14.819 < 2e-16 ***
DESTIN_SZG01478 -0.9909428 0.0471696 -21.008 < 2e-16 ***
DESTIN_SZG01479 -1.8459220 0.0474711 -38.885 < 2e-16 ***
DESTIN_SZG01480 0.5081092 0.0469624 10.819 < 2e-16 ***
DESTIN_SZG01481 -0.9730226 0.0472588 -20.589 < 2e-16 ***
DESTIN_SZG01482 0.0140231 0.0471428 0.297 0.766115
DESTIN_SZG01485 -3.1190757 0.0485397 -64.258 < 2e-16 ***
DESTIN_SZG01494 0.2451190 0.0470752 5.207 1.92e-07 ***
DESTIN_SZG01495 -0.6565182 0.0472508 -13.894 < 2e-16 ***
DESTIN_SZG01496 0.2200311 0.0470163 4.680 2.87e-06 ***
DESTIN_SZG01497 -1.1016913 0.0474367 -23.224 < 2e-16 ***
DESTIN_SZG01498 -0.9445491 0.0472829 -19.977 < 2e-16 ***
DESTIN_SZG01499 -0.7633535 0.0470997 -16.207 < 2e-16 ***
DESTIN_SZG01500 -1.1485929 0.0476356 -24.112 < 2e-16 ***
DESTIN_SZG01501 -0.5156843 0.0470580 -10.958 < 2e-16 ***
DESTIN_SZG01502 -0.6153376 0.0470911 -13.067 < 2e-16 ***
DESTIN_SZG01506 -4.9607619 0.0785324 -63.168 < 2e-16 ***
DESTIN_SZG01515 -0.6834079 0.0488429 -13.992 < 2e-16 ***
DESTIN_SZG01516 0.3223993 0.0470115 6.858 6.99e-12 ***
DESTIN_SZG01517 -0.6830573 0.0473235 -14.434 < 2e-16 ***
DESTIN_SZG01518 -1.4347013 0.0475290 -30.186 < 2e-16 ***
DESTIN_SZG01519 -1.3451527 0.0475660 -28.280 < 2e-16 ***
DESTIN_SZG01520 -1.0040249 0.0471844 -21.279 < 2e-16 ***
DESTIN_SZG01521 -1.5754420 0.0474669 -33.190 < 2e-16 ***
DESTIN_SZG01522 -0.8010394 0.0471384 -16.993 < 2e-16 ***
DESTIN_SZG01523 0.4673369 0.0471006 9.922 < 2e-16 ***
DESTIN_SZG01524 -1.8602401 0.0482786 -38.531 < 2e-16 ***
DESTIN_SZG01527 -4.1547718 0.0549166 -75.656 < 2e-16 ***
DESTIN_SZG01535 -0.9923625 0.0712674 -13.925 < 2e-16 ***
DESTIN_SZG01536 -1.8743210 0.0516302 -36.303 < 2e-16 ***
DESTIN_SZG01537 -0.2110403 0.0472381 -4.468 7.91e-06 ***
DESTIN_SZG01538 -0.4605237 0.0471542 -9.766 < 2e-16 ***
DESTIN_SZG01539 -0.4817496 0.0471007 -10.228 < 2e-16 ***
DESTIN_SZG01540 -1.2959984 0.0472745 -27.414 < 2e-16 ***
DESTIN_SZG01541 -0.2999014 0.0473517 -6.333 2.40e-10 ***
DESTIN_SZG01542 -1.5355905 0.0478393 -32.099 < 2e-16 ***
DESTIN_SZG01543 -1.7114803 0.0534961 -31.993 < 2e-16 ***
DESTIN_SZG01544 -1.4944768 0.0477341 -31.308 < 2e-16 ***
DESTIN_SZG01547 -2.2898633 0.0491725 -46.568 < 2e-16 ***
DESTIN_SZG01556 -1.3772114 0.0762810 -18.054 < 2e-16 ***
DESTIN_SZG01557 -1.3870168 0.0494431 -28.053 < 2e-16 ***
DESTIN_SZG01558 -0.5050443 0.0484758 -10.418 < 2e-16 ***
DESTIN_SZG01559 0.0556769 0.0470416 1.184 0.236584
DESTIN_SZG01560 -0.0213894 0.0470367 -0.455 0.649297
DESTIN_SZG01561 -0.8308144 0.0473132 -17.560 < 2e-16 ***
DESTIN_SZG01562 -3.0381588 0.0497606 -61.055 < 2e-16 ***
DESTIN_SZG01563 -2.0433091 0.0477526 -42.789 < 2e-16 ***
DESTIN_SZG01564 -1.7290886 0.0475887 -36.334 < 2e-16 ***
DESTIN_SZG01565 -1.1034718 0.0472936 -23.332 < 2e-16 ***
DESTIN_SZG01566 -2.9005094 0.0496390 -58.432 < 2e-16 ***
DESTIN_SZG01567 -2.7452753 0.0499939 -54.912 < 2e-16 ***
DESTIN_SZG01568 -1.8965402 0.0484230 -39.166 < 2e-16 ***
DESTIN_SZG01578 -2.2399289 0.1114758 -20.093 < 2e-16 ***
DESTIN_SZG01580 -2.7196776 0.0525136 -51.790 < 2e-16 ***
DESTIN_SZG01581 -0.4211763 0.0471163 -8.939 < 2e-16 ***
DESTIN_SZG01582 -0.2924762 0.0470481 -6.217 5.08e-10 ***
DESTIN_SZG01583 -2.2032098 0.0509576 -43.236 < 2e-16 ***
DESTIN_SZG01584 -2.0285966 0.0483945 -41.918 < 2e-16 ***
DESTIN_SZG01585 -1.3789368 0.0474890 -29.037 < 2e-16 ***
DESTIN_SZG01586 -0.7649343 0.0471680 -16.217 < 2e-16 ***
DESTIN_SZG01589 -2.3907358 0.0486170 -49.175 < 2e-16 ***
DESTIN_SZG01590 -1.8867834 0.0486930 -38.749 < 2e-16 ***
DESTIN_SZG01600 -0.9673943 0.0490507 -19.722 < 2e-16 ***
DESTIN_SZG01601 -1.3738659 0.0474147 -28.976 < 2e-16 ***
DESTIN_SZG01602 -1.0074776 0.0473354 -21.284 < 2e-16 ***
DESTIN_SZG01603 0.0351464 0.0470502 0.747 0.455066
DESTIN_SZG01604 -2.2044379 0.0479808 -45.944 < 2e-16 ***
DESTIN_SZG01605 -1.1676361 0.0472267 -24.724 < 2e-16 ***
DESTIN_SZG01606 -1.9327548 0.0487364 -39.657 < 2e-16 ***
DESTIN_SZG01607 -0.6615893 0.0470842 -14.051 < 2e-16 ***
DESTIN_SZG01608 -1.3498245 0.0473014 -28.537 < 2e-16 ***
DESTIN_SZG01609 -0.6727704 0.0471666 -14.264 < 2e-16 ***
DESTIN_SZG01610 -2.7757309 0.0534205 -51.960 < 2e-16 ***
DESTIN_SZG01622 -0.7782276 0.0482843 -16.118 < 2e-16 ***
DESTIN_SZG01623 -0.3815315 0.0470745 -8.105 5.28e-16 ***
DESTIN_SZG01624 0.1923275 0.0470395 4.089 4.34e-05 ***
DESTIN_SZG01625 -0.7537260 0.0472176 -15.963 < 2e-16 ***
DESTIN_SZG01626 0.9786223 0.0469470 20.845 < 2e-16 ***
DESTIN_SZG01627 -2.1831819 0.0476933 -45.775 < 2e-16 ***
DESTIN_SZG01628 -0.0852886 0.0470248 -1.814 0.069725 .
DESTIN_SZG01629 -3.0688137 0.0489341 -62.713 < 2e-16 ***
DESTIN_SZG01630 -2.7233006 0.0482385 -56.455 < 2e-16 ***
DESTIN_SZG01631 -3.1814941 0.0504899 -63.012 < 2e-16 ***
DESTIN_SZG01642 -3.2370525 0.0567145 -57.076 < 2e-16 ***
DESTIN_SZG01643 -0.8770509 0.0472396 -18.566 < 2e-16 ***
DESTIN_SZG01644 -0.9812705 0.0475557 -20.634 < 2e-16 ***
DESTIN_SZG01645 -1.0170959 0.0472911 -21.507 < 2e-16 ***
DESTIN_SZG01646 -0.8224731 0.0475101 -17.312 < 2e-16 ***
DESTIN_SZG01647 -1.4580100 0.0472671 -30.846 < 2e-16 ***
DESTIN_SZG01648 -1.4527893 0.0472364 -30.756 < 2e-16 ***
DESTIN_SZG01649 -0.8310553 0.0470752 -17.654 < 2e-16 ***
DESTIN_SZG01650 -1.7536181 0.0474773 -36.936 < 2e-16 ***
DESTIN_SZG01664 -5.2823157 0.1254195 -42.117 < 2e-16 ***
DESTIN_SZG01665 -0.2424326 0.0470575 -5.152 2.58e-07 ***
DESTIN_SZG01666 -0.2357255 0.0470569 -5.009 5.46e-07 ***
DESTIN_SZG01667 -1.2954380 0.0494625 -26.190 < 2e-16 ***
DESTIN_SZG01668 -1.4598320 0.0473590 -30.825 < 2e-16 ***
DESTIN_SZG01670 -1.0722348 0.0471101 -22.760 < 2e-16 ***
DESTIN_SZG01671 -1.4125902 0.0480360 -29.407 < 2e-16 ***
DESTIN_SZG01672 -2.4522592 0.0483069 -50.764 < 2e-16 ***
DESTIN_SZG01684 -0.7383490 0.0478231 -15.439 < 2e-16 ***
DESTIN_SZG01685 -1.6696117 0.0476680 -35.026 < 2e-16 ***
DESTIN_SZG01686 -0.9071685 0.0472270 -19.209 < 2e-16 ***
DESTIN_SZG01687 -0.6603765 0.0473617 -13.943 < 2e-16 ***
DESTIN_SZG01688 -1.3841961 0.0473536 -29.231 < 2e-16 ***
DESTIN_SZG01689 -2.1704885 0.0478598 -45.351 < 2e-16 ***
DESTIN_SZG01690 -2.8409421 0.0485254 -58.545 < 2e-16 ***
DESTIN_SZG01691 -1.0111266 0.0471052 -21.465 < 2e-16 ***
DESTIN_SZG01692 -2.8660143 0.0487980 -58.732 < 2e-16 ***
DESTIN_SZG01706 -1.0150940 0.0474982 -21.371 < 2e-16 ***
DESTIN_SZG01707 -1.7389063 0.0475593 -36.563 < 2e-16 ***
DESTIN_SZG01708 -1.1159761 0.0472839 -23.602 < 2e-16 ***
DESTIN_SZG01709 -0.4561572 0.0471096 -9.683 < 2e-16 ***
DESTIN_SZG01710 -0.6870189 0.0471554 -14.569 < 2e-16 ***
DESTIN_SZG01711 -0.0726546 0.0470183 -1.545 0.122288
DESTIN_SZG01712 -0.9974071 0.0470874 -21.182 < 2e-16 ***
DESTIN_SZG01713 -3.3706850 0.0492653 -68.419 < 2e-16 ***
DESTIN_SZG01714 -2.0147282 0.0475904 -42.335 < 2e-16 ***
DESTIN_SZG01727 -0.4994576 0.0471940 -10.583 < 2e-16 ***
DESTIN_SZG01728 -0.4604709 0.0470960 -9.777 < 2e-16 ***
DESTIN_SZG01729 -0.3370682 0.0470727 -7.161 8.03e-13 ***
DESTIN_SZG01730 -1.5560648 0.0476693 -32.643 < 2e-16 ***
DESTIN_SZG01731 -0.8915233 0.0471655 -18.902 < 2e-16 ***
DESTIN_SZG01732 -1.1066834 0.0471123 -23.490 < 2e-16 ***
DESTIN_SZG01733 -2.3190098 0.0475629 -48.757 < 2e-16 ***
DESTIN_SZG01734 -1.1797989 0.0471366 -25.029 < 2e-16 ***
DESTIN_SZG01735 -1.8702162 0.0489517 -38.205 < 2e-16 ***
DESTIN_SZG01748 -1.4842020 0.0476900 -31.122 < 2e-16 ***
DESTIN_SZG01749 -0.2647728 0.0470498 -5.628 1.83e-08 ***
DESTIN_SZG01750 -0.3797889 0.0470748 -8.068 7.16e-16 ***
DESTIN_SZG01751 -0.8433926 0.0472809 -17.838 < 2e-16 ***
DESTIN_SZG01753 -0.6935968 0.0471004 -14.726 < 2e-16 ***
DESTIN_SZG01754 0.2435055 0.0469663 5.185 2.16e-07 ***
DESTIN_SZG01755 -0.5955639 0.0470247 -12.665 < 2e-16 ***
DESTIN_SZG01756 -1.6188910 0.0472163 -34.287 < 2e-16 ***
DESTIN_SZG01757 -3.9618153 0.0518479 -76.412 < 2e-16 ***
DESTIN_SZG01769 -1.0087320 0.0473171 -21.319 < 2e-16 ***
DESTIN_SZG01770 -1.2245779 0.0473562 -25.859 < 2e-16 ***
DESTIN_SZG01771 -0.2348561 0.0471407 -4.982 6.29e-07 ***
DESTIN_SZG01772 0.7344615 0.0474061 15.493 < 2e-16 ***
DESTIN_SZG01774 -1.8445705 0.0473904 -38.923 < 2e-16 ***
DESTIN_SZG01775 -2.2978515 0.0475464 -48.329 < 2e-16 ***
DESTIN_SZG01776 0.0140711 0.0469767 0.300 0.764533
DESTIN_SZG01777 -2.1156639 0.0474477 -44.589 < 2e-16 ***
DESTIN_SZG01778 -3.0507991 0.0513709 -59.388 < 2e-16 ***
DESTIN_SZG01790 -0.1763095 0.0471445 -3.740 0.000184 ***
DESTIN_SZG01791 -0.7807337 0.0472376 -16.528 < 2e-16 ***
DESTIN_SZG01792 -0.6829557 0.0474045 -14.407 < 2e-16 ***
DESTIN_SZG01793 -0.6706274 0.0472202 -14.202 < 2e-16 ***
DESTIN_SZG01794 1.0312777 0.0474599 21.729 < 2e-16 ***
DESTIN_SZG01795 -3.2859703 0.0515523 -63.741 < 2e-16 ***
DESTIN_SZG01796 -1.2156082 0.0471993 -25.755 < 2e-16 ***
DESTIN_SZG01797 -1.5728280 0.0472073 -33.317 < 2e-16 ***
DESTIN_SZG01798 -1.5056298 0.0471798 -31.913 < 2e-16 ***
DESTIN_SZG01799 -2.4877107 0.0478042 -52.040 < 2e-16 ***
DESTIN_SZG01800 -4.1486086 0.0691633 -59.983 < 2e-16 ***
DESTIN_SZG01811 -1.2156263 0.0474754 -25.605 < 2e-16 ***
DESTIN_SZG01812 0.1509328 0.0470039 3.211 0.001322 **
DESTIN_SZG01813 0.2913972 0.0469996 6.200 5.65e-10 ***
DESTIN_SZG01817 -2.7735138 0.0483499 -57.363 < 2e-16 ***
DESTIN_SZG01818 -2.0179459 0.0472882 -42.673 < 2e-16 ***
DESTIN_SZG01819 -0.1713228 0.0469921 -3.646 0.000267 ***
DESTIN_SZG01820 -4.9100337 0.0626681 -78.350 < 2e-16 ***
DESTIN_SZG01832 0.0860088 0.0470725 1.827 0.067676 .
DESTIN_SZG01833 -1.3009824 0.0473838 -27.456 < 2e-16 ***
DESTIN_SZG01834 -1.3913658 0.0473575 -29.380 < 2e-16 ***
DESTIN_SZG01835 -1.2840869 0.0474679 -27.052 < 2e-16 ***
DESTIN_SZG01837 -1.4480646 0.0488538 -29.641 < 2e-16 ***
DESTIN_SZG01839 -2.8190831 0.0482683 -58.404 < 2e-16 ***
DESTIN_SZG01840 -0.1437183 0.0470043 -3.058 0.002231 **
DESTIN_SZG01841 -3.6760175 0.0519867 -70.711 < 2e-16 ***
DESTIN_SZG01842 -1.3317745 0.0495995 -26.851 < 2e-16 ***
DESTIN_SZG01853 -0.9327128 0.0472439 -19.743 < 2e-16 ***
DESTIN_SZG01854 -0.6676713 0.0471621 -14.157 < 2e-16 ***
DESTIN_SZG01855 -0.3014253 0.0471046 -6.399 1.56e-10 ***
DESTIN_SZG01858 -0.3895410 0.0476544 -8.174 2.98e-16 ***
DESTIN_SZG01860 -2.1158906 0.0502206 -42.132 < 2e-16 ***
DESTIN_SZG01861 -1.8322552 0.0473271 -38.715 < 2e-16 ***
DESTIN_SZG01874 -1.2627662 0.0478003 -26.418 < 2e-16 ***
DESTIN_SZG01875 -2.9322002 0.0508391 -57.676 < 2e-16 ***
DESTIN_SZG01876 -1.7108834 0.0516904 -33.099 < 2e-16 ***
DESTIN_SZG01877 -0.5057899 0.0471399 -10.730 < 2e-16 ***
DESTIN_SZG01880 -1.2938566 0.0489508 -26.432 < 2e-16 ***
DESTIN_SZG01882 -1.7437725 0.0473204 -36.850 < 2e-16 ***
DESTIN_SZG01883 -2.6822058 0.0506989 -52.905 < 2e-16 ***
DESTIN_SZG01895 -0.6351558 0.0472050 -13.455 < 2e-16 ***
DESTIN_SZG01896 -1.6077622 0.0475370 -33.821 < 2e-16 ***
DESTIN_SZG01897 -2.2769073 0.0483110 -47.130 < 2e-16 ***
DESTIN_SZG01898 -2.7044641 0.0525965 -51.419 < 2e-16 ***
DESTIN_SZG01901 -1.8039577 0.0513384 -35.139 < 2e-16 ***
DESTIN_SZG01903 -3.1930449 0.0499300 -63.950 < 2e-16 ***
DESTIN_SZG01917 -1.6359880 0.0476950 -34.301 < 2e-16 ***
DESTIN_SZG01918 -0.4473564 0.0473022 -9.457 < 2e-16 ***
DESTIN_SZG01919 -0.3695386 0.0471129 -7.844 4.38e-15 ***
DESTIN_SZG01922 -0.5230051 0.0479892 -10.898 < 2e-16 ***
DESTIN_SZG01924 -3.1428123 0.0504754 -62.264 < 2e-16 ***
DESTIN_SZG01937 -1.1196568 0.0474980 -23.573 < 2e-16 ***
DESTIN_SZG01938 -0.3018408 0.0471003 -6.408 1.47e-10 ***
DESTIN_SZG01939 -1.4050154 0.0475770 -29.531 < 2e-16 ***
DESTIN_SZG01942 -2.0775679 0.0509713 -40.760 < 2e-16 ***
DESTIN_SZG01959 -1.4783056 0.0477748 -30.943 < 2e-16 ***
DESTIN_SZG01960 0.8751475 0.0469552 18.638 < 2e-16 ***
DESTIN_SZG01961 -1.8075415 0.0479381 -37.706 < 2e-16 ***
DESTIN_SZG01962 -0.9710498 0.0472932 -20.533 < 2e-16 ***
DESTIN_SZG01964 -0.3250392 0.0482496 -6.737 1.62e-11 ***
DESTIN_SZG01979 -1.1447300 0.0476441 -24.027 < 2e-16 ***
DESTIN_SZG01980 -1.3297920 0.0473557 -28.081 < 2e-16 ***
DESTIN_SZG01981 -1.4308686 0.0474470 -30.157 < 2e-16 ***
DESTIN_SZG01982 -0.7503627 0.0474265 -15.822 < 2e-16 ***
DESTIN_SZG01983 -1.0618851 0.0472941 -22.453 < 2e-16 ***
DESTIN_SZG01984 -0.9499000 0.0473060 -20.080 < 2e-16 ***
DESTIN_SZG01985 -0.7398587 0.0472320 -15.664 < 2e-16 ***
DESTIN_SZG02001 -1.0500858 0.0473476 -22.178 < 2e-16 ***
DESTIN_SZG02002 -0.8917270 0.0471498 -18.913 < 2e-16 ***
DESTIN_SZG02003 -0.3601488 0.0470893 -7.648 2.04e-14 ***
DESTIN_SZG02004 -0.1837609 0.0470801 -3.903 9.49e-05 ***
DESTIN_SZG02005 -1.1549002 0.0473109 -24.411 < 2e-16 ***
DESTIN_SZG02006 -0.2585487 0.0471152 -5.488 4.07e-08 ***
DESTIN_SZG02007 -3.5753128 0.0546442 -65.429 < 2e-16 ***
DESTIN_SZG02022 -0.4834704 0.0473236 -10.216 < 2e-16 ***
DESTIN_SZG02023 -0.5357226 0.0471262 -11.368 < 2e-16 ***
DESTIN_SZG02024 -0.2149932 0.0470530 -4.569 4.90e-06 ***
DESTIN_SZG02025 -1.5097730 0.0473369 -31.894 < 2e-16 ***
DESTIN_SZG02026 -2.1421576 0.0482249 -44.420 < 2e-16 ***
DESTIN_SZG02027 -0.2599531 0.0471015 -5.519 3.41e-08 ***
DESTIN_SZG02043 -1.8548613 0.0481210 -38.546 < 2e-16 ***
DESTIN_SZG02044 -1.1375822 0.0472939 -24.053 < 2e-16 ***
DESTIN_SZG02045 -1.6881512 0.0484012 -34.878 < 2e-16 ***
DESTIN_SZG02046 -0.2135522 0.0470280 -4.541 5.60e-06 ***
DESTIN_SZG02047 -2.0568042 0.0477484 -43.076 < 2e-16 ***
DESTIN_SZG02048 -1.7911189 0.0476215 -37.612 < 2e-16 ***
DESTIN_SZG02049 -3.6429829 0.0542393 -67.165 < 2e-16 ***
DESTIN_SZG02064 -1.2017785 0.0474474 -25.329 < 2e-16 ***
DESTIN_SZG02065 -1.4809468 0.0475157 -31.168 < 2e-16 ***
DESTIN_SZG02066 -3.3897045 0.0563557 -60.148 < 2e-16 ***
DESTIN_SZG02067 1.3106465 0.0469456 27.918 < 2e-16 ***
DESTIN_SZG02068 -2.0131939 0.0485226 -41.490 < 2e-16 ***
DESTIN_SZG02069 -1.5633068 0.0475952 -32.846 < 2e-16 ***
DESTIN_SZG02085 -1.1496210 0.0475374 -24.184 < 2e-16 ***
DESTIN_SZG02086 0.3443472 0.0470391 7.320 2.47e-13 ***
DESTIN_SZG02087 0.0596185 0.0470607 1.267 0.205212
DESTIN_SZG02088 -1.1837631 0.0472321 -25.063 < 2e-16 ***
DESTIN_SZG02089 -1.7535702 0.0477530 -36.722 < 2e-16 ***
DESTIN_SZG02090 0.9542363 0.0469664 20.317 < 2e-16 ***
DESTIN_SZG02091 -4.1116587 0.0775274 -53.035 < 2e-16 ***
DESTIN_SZG02105 -1.1828438 0.0889652 -13.296 < 2e-16 ***
DESTIN_SZG02106 -2.5850621 0.0492692 -52.468 < 2e-16 ***
DESTIN_SZG02107 0.2386397 0.0470416 5.073 3.92e-07 ***
DESTIN_SZG02108 -0.1468366 0.0471216 -3.116 0.001832 **
DESTIN_SZG02109 -1.4917030 0.0473300 -31.517 < 2e-16 ***
DESTIN_SZG02110 -2.3543508 0.0483627 -48.681 < 2e-16 ***
DESTIN_SZG02111 -3.4096237 0.0572830 -59.522 < 2e-16 ***
DESTIN_SZG02128 -1.0344249 0.0477868 -21.647 < 2e-16 ***
DESTIN_SZG02129 -0.9728013 0.0479119 -20.304 < 2e-16 ***
DESTIN_SZG02130 -0.9741006 0.0471989 -20.638 < 2e-16 ***
DESTIN_SZG02131 -1.0640166 0.0474518 -22.423 < 2e-16 ***
DESTIN_SZG02132 -1.4806357 0.0474627 -31.196 < 2e-16 ***
DESTIN_SZG02148 -1.4770185 0.0489685 -30.163 < 2e-16 ***
DESTIN_SZG02149 -1.6184950 0.0481062 -33.644 < 2e-16 ***
DESTIN_SZG02150 -1.2142566 0.0475551 -25.534 < 2e-16 ***
DESTIN_SZG02151 0.3700752 0.0469976 7.874 3.43e-15 ***
DESTIN_SZG02152 -0.6057999 0.0471761 -12.841 < 2e-16 ***
DESTIN_SZG02153 -1.8642147 0.0482164 -38.664 < 2e-16 ***
DESTIN_SZG02171 -0.3395948 0.0471992 -7.195 6.25e-13 ***
DESTIN_SZG02172 -2.0821649 0.0482254 -43.176 < 2e-16 ***
DESTIN_SZG02173 -1.6450100 0.0474690 -34.654 < 2e-16 ***
DESTIN_SZG02174 -1.0799297 0.0473945 -22.786 < 2e-16 ***
DESTIN_SZG02191 -0.1010404 0.0474790 -2.128 0.033328 *
DESTIN_SZG02192 -1.4410487 0.0480829 -29.970 < 2e-16 ***
DESTIN_SZG02193 -0.7554698 0.0472929 -15.974 < 2e-16 ***
DESTIN_SZG02194 -0.9178419 0.0472560 -19.423 < 2e-16 ***
DESTIN_SZG02195 -2.6660473 0.0579229 -46.028 < 2e-16 ***
DESTIN_SZG02212 -0.1575268 0.0488334 -3.226 0.001256 **
DESTIN_SZG02213 -0.4369374 0.0476010 -9.179 < 2e-16 ***
DESTIN_SZG02214 0.2864916 0.0474540 6.037 1.57e-09 ***
DESTIN_SZG02215 -1.3857852 0.0478056 -28.988 < 2e-16 ***
DESTIN_SZG02216 -0.5374950 0.0472716 -11.370 < 2e-16 ***
DESTIN_SZG02233 0.2491327 0.0479330 5.198 2.02e-07 ***
DESTIN_SZG02234 0.8021386 0.0476310 16.841 < 2e-16 ***
DESTIN_SZG02235 -0.6101878 0.0477853 -12.769 < 2e-16 ***
DESTIN_SZG02236 -2.0117851 0.0487947 -41.230 < 2e-16 ***
DESTIN_SZG02237 -0.5608211 0.0483403 -11.602 < 2e-16 ***
DESTIN_SZG02256 -0.5158428 0.0486245 -10.609 < 2e-16 ***
DESTIN_SZG02257 -2.7541887 0.0536158 -51.369 < 2e-16 ***
DESTIN_SZG02258 -0.8140500 0.0474781 -17.146 < 2e-16 ***
DESTIN_SZG02259 0.2950355 0.0480144 6.145 8.01e-10 ***
DESTIN_SZG02277 -1.5300320 0.0530071 -28.865 < 2e-16 ***
DESTIN_SZG02278 -1.2517233 0.0494595 -25.308 < 2e-16 ***
DESTIN_SZG02279 -0.5096442 0.0474679 -10.737 < 2e-16 ***
DESTIN_SZG02280 -1.8602976 0.0567408 -32.786 < 2e-16 ***
DESTIN_SZG02297 -1.4493774 0.0495564 -29.247 < 2e-16 ***
DESTIN_SZG02300 -1.4145199 0.0509069 -27.786 < 2e-16 ***
DESTIN_SZG02301 -0.8646153 0.0479154 -18.045 < 2e-16 ***
DESTIN_SZG02318 0.5731926 0.0472173 12.139 < 2e-16 ***
DESTIN_SZG02319 0.5258353 0.0471801 11.145 < 2e-16 ***
DESTIN_SZG02322 -0.4928539 0.0478225 -10.306 < 2e-16 ***
DESTIN_SZG02337 0.0134791 0.0505125 0.267 0.789588
DESTIN_SZG02341 0.7907897 0.0471586 16.769 < 2e-16 ***
DESTIN_SZG02343 -1.3059362 0.0485812 -26.881 < 2e-16 ***
DESTIN_SZG02361 -0.4335822 0.0477142 -9.087 < 2e-16 ***
DESTIN_SZG02364 -2.4268487 0.0554826 -43.741 < 2e-16 ***
DESTIN_SZG02379 -1.4134320 0.0546364 -25.870 < 2e-16 ***
DESTIN_SZG02384 0.5506025 0.0473633 11.625 < 2e-16 ***
DESTIN_SZG02405 1.1919496 0.0471732 25.268 < 2e-16 ***
DESTIN_SZG02406 -1.8422643 0.0526903 -34.964 < 2e-16 ***
DESTIN_SZG02426 0.6352864 0.0482338 13.171 < 2e-16 ***
DESTIN_SZG02427 0.9464266 0.0473876 19.972 < 2e-16 ***
DESTIN_SZG02505 0.5333907 0.0507135 10.518 < 2e-16 ***
log(dist) -1.6077121 0.0002914 -5517.894 < 2e-16 ***
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
(Dispersion parameter for poisson family taken to be 1)
Null deviance: 98771330 on 65139 degrees of freedom
Residual deviance: 24658576 on 63506 degrees of freedom
AIC: 25020045
Number of Fisher Scoring iterations: 9We can examine how the constraints hold for destinations this time.
CalcRSquared(dbcSIM$data$MORNING_PEAK, dbcSIM$fitted.values)[1] 0.6000049Model comparison
Another useful model performance measure for continuous dependent variable is Root Mean Squared Error. In this sub-section, you will learn how to use compare_performance() of performance package.
First of all, let us create a list called model_list by using the code chun below.
model_list <- list(unconstrained=uncSIM,
originConstrained=orcSIM,
destinationConstrained=decSIM,
doublyConstrained=dbcSIM)Next, we will compute the RMSE of all the models in model_list file by using the code chunk below.
compare_performance(model_list,
metrics = "RMSE")# Comparison of Model Performance Indices
Name | Model | RMSE
-----------------------------------------
unconstrained | glm | 1661.652
originConstrained | glm | 1473.450
destinationConstrained | glm | 1501.625
doublyConstrained | glm | 1172.123The print above reveals that origin constrained SIM is the best model among all the four SIMs because it has the smallest RMSE value of 1473.450.
Visualising fitted
Visualise the observed values and the fitted values.
Firstly we will extract the fitted values from each model by using the code chunk below.
df <- as.data.frame(uncSIM$fitted.values) %>%
round(digits = 0)Next, we will join the values to SIM_data data frame.
SIM_data <- SIM_data %>%
cbind(df) %>%
rename(uncTRIPS = "uncSIM$fitted.values")Repeat the same step by for Origin Constrained SIM (i.e. orcSIM)
df <- as.data.frame(orcSIM$fitted.values) %>%
round(digits = 0)SIM_data <- SIM_data %>%
cbind(df) %>%
rename(orcTRIPS = "orcSIM$fitted.values")Repeat the same step by for Destination Constrained SIM (i.e. decSIM)
df <- as.data.frame(decSIM$fitted.values) %>%
round(digits = 0)SIM_data <- SIM_data %>%
cbind(df) %>%
rename(decTRIPS = "decSIM$fitted.values")Repeat the same step by for Doubly Constrained SIM (i.e. dbcSIM)
df <- as.data.frame(dbcSIM$fitted.values) %>%
round(digits = 0)SIM_data <- SIM_data %>%
cbind(df) %>%
rename(dbcTRIPS = "dbcSIM$fitted.values")unc_p <- ggplot(data = SIM_data,
aes(x = uncTRIPS,
y = MORNING_PEAK)) +
geom_point() +
geom_smooth(method = lm)
orc_p <- ggplot(data = SIM_data,
aes(x = orcTRIPS,
y = MORNING_PEAK)) +
geom_point() +
geom_smooth(method = lm)
dec_p <- ggplot(data = SIM_data,
aes(x = decTRIPS,
y = MORNING_PEAK)) +
geom_point() +
geom_smooth(method = lm)
dbc_p <- ggplot(data = SIM_data,
aes(x = dbcTRIPS,
y = MORNING_PEAK)) +
geom_point() +
geom_smooth(method = lm)
ggarrange(unc_p, orc_p, dec_p, dbc_p,
ncol = 2,
nrow = 2)`geom_smooth()` using formula = 'y ~ x'
`geom_smooth()` using formula = 'y ~ x'
`geom_smooth()` using formula = 'y ~ x'
`geom_smooth()` using formula = 'y ~ x'